{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "23de0711",
   "metadata": {},
   "source": [
    "## Great fot thick layer!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bd295808-5844-4ec2-9860-6c0d4bf19ff4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"]=\"1\"\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"\"\n",
    "#force it out of GPU\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow import keras\n",
    "import matplotlib.pyplot as plt\n",
    "from keras.layers import Dropout\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "71cdb053-2040-48f5-826e-4e262d050312",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from scipy.special import erf\n",
    "\n",
    "import refnx\n",
    "from refnx.dataset import ReflectDataset, Data1D\n",
    "from refnx.reflect import SLD, MaterialSLD, ReflectModel, Component\n",
    "from refnx.analysis import Objective, CurveFitter, Transform, possibly_create_parameter\n",
    "from refnx.analysis import Parameter, Parameters\n",
    "from refnx.reflect import SLD, Slab, Structure, ReflectModel\n",
    "\n",
    "#np.random.seed(1)\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9552c7b7-5d6a-42dc-8685-15caef9ab9c4",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "\n",
    "def data_load(path):\n",
    "    data = np.loadtxt(path)\n",
    "    data_q = data[:,1]*(data[:,0]**4)\n",
    "    maximum, minimum = -11.367532016485333, -30.062217245183856 #normalization\n",
    "    data_ex = (np.log(data_q)-minimum)/(maximum-minimum)\n",
    "    data_ex = np.reshape(data_ex, (1, 256))\n",
    "    return data_ex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3a137a82-b0eb-493b-b315-961855b48ea9",
   "metadata": {},
   "outputs": [],
   "source": [
    "#loading of the model\n",
    "model = keras.models.load_model(\"DensNet_PTCDI.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "79f1e14d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#prediction Pilatus\n",
    "norm = np.load(\"normalization_PTCDI.npy\", allow_pickle =True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1062f208-a4b7-4d22-85c9-89e73c413cc9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 8/8 [00:38<00:00,  4.78s/it]\n"
     ]
    }
   ],
   "source": [
    "#prediction\n",
    "labels = np.ones([1,7])\n",
    "l_original = np.ones([7])\n",
    "for j in tqdm(range(8)):\n",
    "    for i in range(49):\n",
    "        paths = \"inter/curve\"+str((j*100)+i)+\".txt\"\n",
    "        data= data_load(paths)\n",
    "        label = model.predict(data, verbose=0)\n",
    "        data_P = np.loadtxt(paths)\n",
    "        #print(data_P.shape)\n",
    "        for k in range(7): \n",
    "            l_original[k] = label[:,k]*(norm[k,0]-norm[k,1])+norm[k,1]\n",
    "        prediction = l_original\n",
    "        labels = np.append(labels, label, axis=0)\n",
    "\n",
    "        \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "148b05d4",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f42f5710-0b06-4c5e-be40-c25c9919beec",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(392, 7)\n"
     ]
    }
   ],
   "source": [
    "labels_n = labels[1:,:] \n",
    "print(labels_n.shape)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c7b0d5fe-dc00-42be-b23c-80946245988d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(392, 7)\n"
     ]
    }
   ],
   "source": [
    "l_original = np.ones([392,7])\n",
    "\n",
    "for i in range(7): \n",
    "    l_original[:,i] = labels_n[:,i]*(norm[i,0]-norm[i,1])+norm[i,1]\n",
    "#print(l_original)\n",
    "#np.save(labels2_G1PG\", l_original)\n",
    "print(l_original.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3778a621-6594-4268-b5b7-d33d574ceef2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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F1BOzZ89mzJgx/PrXv8blcnX4fm1tLdBadWo/1JSfn09RUVH0d8LpdBIMBmPOmTZtGmq1usPvzfbt21GpVMyfPz+dL0cMQjJNXAwJs2fPBuDHP/4x11xzDTqdjs997nPMmDGDZcuW8cQTT9DU1MTChQv58MMP+fOf/8zSpUu54IILYq7x6KOP8otf/IKxY8eSn5/PhRdeyGc/+1nuueceli9fTllZGXv27OGZZ55h9OjR3Yp18uTJnH/++cyePZvs7Gy2bdsWnSLb2ev7/Oc/z0MPPUR9fX10mvjBgweB9PYbfO1rX+Pxxx/n+uuvZ/v27ZSWlvLCCy+wadMmHnroIWw2W8LH3n333bzxxhuce+653HTTTdHEaMqUKV32GUWce+653HfffWRkZDBt2jSg9YY3YcIEDhw4EHf9l96Io71En7FI4tPekiVL0Gq1vP3223zta1/r8vp5eXmsXLmSu+++m8svv5wrrriCAwcO8Mc//pGzzz47pvn3xhtv5IUXXuDyyy/nC1/4AkeOHOGvf/1rTKM0wNe//nUeeeQRrr32Wm699VaGDRvGM888E11Esjf7VNRqNU8++SSLFi1iypQpLF++nOHDh3Pq1Cnee+897HY7//73v2lubqa4uJj/9//+HzNmzMBqtfL222+zdevW6BpN7777LrfccgtXX30148ePJxgM8r//+79oNBo+//nPxzzvmjVrOOecc8jJyem11yYGiX6avSVE2v385z9Xhg8frqjV6pjpvIFAQLn77ruVUaNGKTqdTikpKVFWrlypeL3emMdXVVUpS5YsUWw2mwJEp9t6vV7ljjvuUIYNG6aYTCblnHPOUd5///0OU3KTnSb+i1/8Qpk7d66SmZmpmEwmZeLEicq9996r+P3+6Dntp4kriqK0tLQoN998s5Kdna1YrVZl6dKlyoEDBxQgZup35LG1tbUxj1+2bJlisVg6xLNw4UJlypQpMceqq6uV5cuXK7m5uYper1emTZsW93XRbnq2oijKunXrlNmzZyt6vV4ZPXq08thjj8V9PYm8+uqrCqAsWrQo5viNN96oAMqf/vSntMYBxJ2iHG8qdqLPWCJXXHGFctFFF8Uci0wT37p1a9zHPPLII8rEiRMVnU6nFBQUKN/85jdjpsRHPPjgg8rw4cMVg8GgnHPOOcq2bds6fCYVRVGOHj2qLFmyRDGZTEpeXp5yxx13KC+++KICKFu2bImeF+9zoCitn5uRI0dGv45ME28/ZTvR53/nzp3KVVddpeTk5CgGg0EZOXKk8oUvfEF55513FEVpnYr+ve99T5kxY4Zis9kUi8WizJgxQ/njH/8Y8xq++tWvKmPGjFGMRqOSnZ2tXHDBBcrbb78d81xNTU2KXq9XnnzyybjvrTizqBRlgHQXCiFStmvXLmbNmsVf//pXvvzlL/d3OKKdDRs2cP7557N///64s7r6y0MPPcRtt93GyZMnGT58eH+HkzYPPfQQv/rVrzhy5EiPmrjF0CAJjhCDhMfj6fBH+/rrr+d///d/OXbsGCUlJf0UmejMokWLKC4u7pO+l3jaf268Xi+zZs0iFApFhziHgkAgwJgxY/jhD3/YYb0ocWaSHhwhBolf/epXbN++nQsuuACtVsvrr7/O66+/zte+9jVJbgawtlOd+8NVV13FiBEjmDlzJg6Hg7/+9a/s37+fZ555pl/jSjedThfTVC6EVHCEGCTWrFnD3Xffzb59+3C5XIwYMYKvfOUr/PjHPx5wO2mLgeOhhx7iySef5NixY4RCISZPnsz3v/99vvjFL/Z3aEL0KklwhBBCCDHkyDo4QgghhBhyJMERQgghxJBzxg3ch8NhKisrsdlsshmbEEIIMUgoikJzczNFRUUdNgOO54xLcCorK2XGiRBCCDFIVVRUUFxc3OV5Z1yCE1lmvqKiArvd3s/RCCGEECIZTqeTkpKSTreLaeuMS3Aiw1J2u10SHCGEEGKQSba9RJqMhRBCCDHkSIIjhBBCiCFHEhwhhBBCDDmS4AghhBBiyJEERwghhBBDjiQ4QgghhBhyJMERQgghxJAjCY4QQgghhhxJcIQQQggx5EiCI4QQQoghRxIcIYQQQgw5kuAIIYQQImluf5Bqpxe3P9jfoXTqjNtsUwghhBDdc7jGxVsfVeH0BrAbdVw6pZCx+db+DisuqeAIIYQQoktuf5C3Pqqi0R0gz2qk0R1gzb6qAVvJkQRHCCGEEF1q9gZxegMU2o2Y9BoK7UYcngDNXklwhBBCCDFI2Yxa7EYdVU4vHn+IKqeXDJMOm3FgdrtIgiOEEEKILpn1Wi6dUki2RUety0u2Rcclkwsx6wdmgjMwoxJCCCHEgDM230pRZinN3iA2o3bAJjcwgCo49913HyqViu985zudnvf8888zceJEjEYj06ZN47XXXuubAIUQQgiBWa+lwG4c0MkNDJAEZ+vWrTz++ONMnz690/M2b97Mtddeyw033MDOnTtZunQpS5cuZe/evX0UqRBCCCEGg35PcFwuF1/+8pf5n//5H7Kysjo993e/+x2XX3453/ve95g0aRI///nPOeuss3jkkUf6KFohhBBCDAb9nuDcfPPNLFmyhIsvvrjLc99///0O51122WW8//77CR/j8/lwOp0x/4QQQggxtPXrANpzzz3Hjh072Lp1a1LnV1VVUVBQEHOsoKCAqqqqhI9ZtWoVd999d4/iFEIIIcTg0m8VnIqKCm699VaeeeYZjEZjrz3PypUrcTgc0X8VFRW99lxCCCGEGBj6rYKzfft2ampqOOuss6LHQqEQ69ev55FHHsHn86HRaGIeU1hYSHV1dcyx6upqCgsLEz6PwWDAYDCkN3ghhBBCDGj9VsG56KKL2LNnD7t27Yr+mzNnDl/+8pfZtWtXh+QGYP78+bzzzjsxx9asWcP8+fP7KmwhhBBCDAL9VsGx2WxMnTo15pjFYiEnJyd6/LrrrmP48OGsWrUKgFtvvZWFCxfy4IMPsmTJEp577jm2bdvGE0880efxCyGEEGLg6vdZVJ05ceIEp0+fjn5dVlbGs88+yxNPPMGMGTN44YUXePnllzskSkIIIYQ4s6kURVH6O4i+5HQ6ycjIwOFwYLfb+zscIYQQQiQh1fv3gK7gCCGEEEJ0hyQ4QgghhBhyJMERQgghxJAjCY4QQgghhhxJcIQQQggx5EiCI4QQQoghRxIcIYQQQgw5kuAIIYQQYsiRBEcIIYQQQ44kOEIIIYQYciTBEUIIIcSQIwmOEEIIIYYcSXCEEEIIMeRIgiOEEEKIIUcSHCGEEEIMOZLgCCGEEGLIkQRHCCGEEEOOJDhCCCGEGHIkwRFCCCGGOLc/SLXTi9sf7O9Q+oy2vwMQQgghRO85XOPirY+qcHoD2I06Lp1SyNh8a3+H1eukgiOEEEIMEe0rNW5/kLc+qqLRHSDPaqTRHWDNvqozopIjFRwhhBBiCIhXqbEZtTi9AQrtRkx6DYV2I7UuL83eIGb90E4BpIIjhBBCDHKJKjUaNdiNOqqcXjz+EFVOLxkmHTbj0E5uQBIcIYQQYtBr9gY7VGocngChMFw6pZBsi45al5dsi45LJhcO+eoNyBCVEEII0a/c/iDN3iA2o7bbiYfNqI1WagrtRqqcrcmMzailwG6kKLO0x88x2JwZr1IIIYQYgNI1w8ms13LplELW7KuKW6kx68+cxCbizHq1QgghxADRtm8mUnVZs6+KoszSbiUjY/OtZ2SlJpEz+9ULIYQQ/SRe30xPZzidiZWaRKTJWAghhOgHbftmzrQZTn1BEhwhhBCiH0T6Zs7EGU59Qd5FIYQQop9I30zvkXdSCCGE6EfSN9M7ZIhKCCGEEEOOJDhCCCHEINZ+g03Rql8TnEcffZTp06djt9ux2+3Mnz+f119/PeH5q1evRqVSxfwzGo19GLEQQgjRtzpLYA7XuFi96RhPbypn9aZjHK5x9UOEA1O/DvoVFxdz3333MW7cOBRF4c9//jNXXnklO3fuZMqUKXEfY7fbOXDgQPRrlUrVV+EKIYQQfaqzlY7TvVDgUNOv78DnPve5mK/vvfdeHn30UbZs2ZIwwVGpVBQWFvZFeEIIIUS/6SqB6Y2FAtMR80CZETZgUrxQKMTzzz9PS0sL8+fPT3iey+Vi5MiRhMNhzjrrLH75y18mTIaEEEKIwaqrBKazDTb7UiSpqW32sv5gXY/31UqXfk9w9uzZw/z58/F6vVitVv75z38yefLkuOdOmDCBp556iunTp+NwOPj1r39NWVkZH330EcXFxXEf4/P58Pl80a+dTmevvA4hhBAinbpKYLraYLMvRIbQ6lt8HKp2kW83MqnQPiCGy1SKoij98syf8Pv9nDhxAofDwQsvvMCTTz7JunXrEiY5bQUCASZNmsS1117Lz3/+87jn3HXXXdx9990djjscDux2e4/jF0IIIXrL4RoXa/ZV4fAEyDC1JjDtqyL9NSzk9gdZvekYje4AOrWKtQdryLUauHBSPqEQ1Lq8LD9nFAX29EwGcjqdZGRkJH3/7vcEp72LL76YMWPG8Pjjjyd1/tVXX41Wq+Vvf/tb3O/Hq+CUlJRIgiOEEGJQGEh9LW1VO708vakcFSoOVDdzuLoZfyjMpVMKMGi1ZFt0LCtLXwUn1QRnwK2DEw6HYxKSzoRCIfbs2cOwYcMSnmMwGKLT0CP/hBBCiMHCrNdSYDcOqOQGWofQjFoN24434PYHyTLr0WhU7Kt0YjVq+n1frX59t1auXMmiRYsYMWIEzc3NPPvss6xdu5Y333wTgOuuu47hw4ezatUqAO655x7mzZvH2LFjaWpq4oEHHuD48ePceOON/fkyhBBCiB4ZqFWazpj1WuaNyeH9o/WogcJMI3NGZeEPhrlyxnBKcy39Gl+/vos1NTVcd911nD59moyMDKZPn86bb77JJZdcAsCJEydQqz8tMjU2NrJixQqqqqrIyspi9uzZbN68Oal+HSGEEGIg6mytm4FuenEGZWNyqG72UZJtosEVoCjTQL7d0N+hDbwenN6W6hieEEII0VvaNuq2nSmVrt6VvqgMJdMInQ6p3r9TerXhcJh169axYcMGjh8/jtvtJi8vj1mzZnHxxRdTUlLS7cCFEEKIM037tW6yzXoqm9zUOH2U5vYsIemrytDYfCtFmaUDbogtqSZjj8fDL37xC0pKSli8eDGvv/46TU1NaDQaDh8+zJ133smoUaNYvHgxW7Zs6e2YhRBCiCGh7Vo3FQ1u3j1QzcFqF//adapH+0q1XQU5z2qk0R1gzb6qXtuQcyA2QicVyfjx45k/fz7/8z//wyWXXIJOp+twzvHjx3n22We55ppr+PGPf8yKFSvSHqwQQggxlEQW63t1dyWbj9QBMGtEJi5fqEcL5Q3EbRz6WlKv8q233mLSpEmdnjNy5EhWrlzJd7/7XU6cOJGW4IQQQoihbmy+lStnFlHX4qco00iGUY/HH+pRQjJQtnHoT0kNUXWV3LSl0+kYM2ZMtwMSQgghzjT5diPD7EYaXAE8/hBVTi8Zpu4nJJHKULZF12/bOPS3lF/pG2+8gdVqZcGCBQD84Q9/4H/+53+YPHkyf/jDH8jKykp7kEIIIcRQ1hv7SqWz+XcwrtOT8jTxadOmcf/997N48WL27NnD2Wefze233857773HxIkTefrpp3sr1rSQaeJCCCEGqoGYSAyUdXp6dZo4QHl5eXRhvRdffJHPfvaz/PKXv2THjh0sXrw49YiFEEIIAbRWcgZKYgOxs7EivTz9vUt4slLei0qv1+N2uwF4++23ufTSSwHIzs7G6XSmNzohhBBC9Jt4s7EcngDN3t6Zbp5OKadfCxYs4Pbbb+ecc87hww8/5O9//zsABw8epLi4OO0BCiGEEKJ/DObZWClXcB555BG0Wi0vvPACjz76KMOHDwfg9ddf5/LLL097gEIIIYToH4N5NpbsRSWEEEKITg2E5udU798pV3B27NjBnj17ol//61//YunSpfzoRz/C7/enejkhhBBCDHADcSuGrqSc4Hz961/n4MGDABw9epRrrrkGs9nM888/z/e///20ByiEEEIIkaqUE5yDBw8yc+ZMAJ5//nnOO+88nn32WVavXs2LL76Y7viEEEIIIVKWcoKjKArhcBhonSYeWfumpKSEurq69EYnhBBCCNENKSc4c+bM4Re/+AX/+7//y7p161iyZAnQugBgQUFB2gMUQgghhEhVygnOQw89xI4dO7jlllv48Y9/zNixYwF44YUXKCsrS3uAQgghhBCpSts0ca/Xi0ajQafTpeNyvUamiQshhBCDT69PEwdoamriySefZOXKlTQ0NACwb98+ampqunM5IYQQQgwCbn+QaqcXt38IbtWwe/duLrroIjIzMzl27BgrVqwgOzubl156iRMnTvCXv/ylN+IUQgghRA/0dLG+gbKreLJSruDcfvvtLF++nEOHDmE0GqPHFy9ezPr169ManBBCCCF67nCNi9WbjvH0pnJWbzrG4RpXSo9vu6t4ntVITbOPl3acpM7l7aWIey7lFG7r1q08/vjjHY4PHz6cqqqqtAQlhBBCiPRom5xENsxcs6+KoszSpCs5bXcVb/YFOF7fQqO7dfeCq84qHpCVnJQrOAaDAafT2eH4wYMHycvLS0tQQgghhEiPtsmJSa+h0G7E4QnQ7E2+jyayq3hFo5v/VDRR5/KTbdHjDgRZs69qQPbkpJzgXHHFFdxzzz0EAgEAVCoVJ06c4Ac/+AGf//zn0x6gEEIIIbovkpxUOb14/CGqnF4yTDpsxuQHcSK7ipv1GhrdfvJseqYXZ1KSaUk5WeorKSc4Dz74IC6Xi/z8fDweDwsXLmTs2LHYbDbuvffe3ohRCCGEECmKzHgCuHRKIdkWHbUuL9kWHZdMLky50XhsvpWvLiilbEwuI3LM2Ay6biVLfaXb6+Bs3LiR3bt343K5OOuss7j44ovTHVuvkHVwhBBCDAY9mfUUb8ZTUaax0+sl+3yHa1ys2VeFwxMgw9SaLPVFD06q9++0LfQ3WEiCI4QQoj8lk0j0ZEq22x9k9aZjMU3F2RYdy8oSNxUner5EsfZ0ynl3pHr/7lZU77zzDu+88w41NTXRjTcjnnrqqe5cUgghhEib/rgBJ6OzxCUSs0ZNj2Y9xWsqrnV5afYGE1Zu4j2fN5DL+oN1cWM16wfW+xpPytHdfffd3HPPPcyZM4dhw4ahUql6Iy4hhBCiWwbqgnSdTdeubPJGY1ahoqHFz/gCW1IJSnttm4rbVnAS9cnES4gqHW5e21NFIKSQbdZT0ejm1d2VrDhv9IBPbCJSjvKxxx5j9erVfOUrX+mNeIQQQohuS8eaL70lUWWlxumLibmi0c1ppweTQU1JpqXLBKW9yIynNfuqkmoqjpcQGbQa/MEwOo2anRWNuLxBjtQ2M290Dp8ZnZPOt6XXpPzT9vv9smu4EEKIASnV4Zm+lKiyAkpMzCVZZjyBIBa9ttuznsbmWynKLE1qmM6s13Le+Fxe31vFaYeHHKueBePyeGdfNZuO1KFRq0CBsAJbyuuZVpzR7+9lMlKeJn7jjTfy7LPP9kYsQgghRI+kY82X3hKprLSfrp1vN3aIuTTHwvJzSll+ziiWlZV2a4jNrNdSYDcmTEYi08j3nmpi/cE6vIEQOo2aBePymDY8g3ljclCrVKiBDLOO2SOz8PhDA3LNm3hS/ol7vV6eeOIJ3n77baZPn45Op4v5/m9+85u0BSeEEEKkItXhmb6WqLISL+Zcq7GLq3VfpE+pvsXHoWoX+XYjkwrtVDm9bDxUy5g8C9OLMygbk0N1s4+SbBMNrkBKQ2X9rVu7ic+cOROAvXv3xnxPGo6FEEL0t1SGZ/pDvBlIfRmz2x/k1d2VVDf7yDTraPIE0GpUaDTEDOkV2I0smV7UuuaNOzDgksWupBzle++9l7Ynf/TRR3n00Uc5duwYAFOmTOFnP/sZixYtSviY559/np/+9KccO3aMcePGcf/997N48eK0xSSEEGLw661pzL05/byvpl7vPulg85F6NCow6rWYdGrqXH6a3AFafKGYKs1ATxY7k3IPTjoVFxdz3333sX37drZt28aFF17IlVdeyUcffRT3/M2bN3Pttddyww03sHPnTpYuXcrSpUs7VJKEEEKIdDtc42L1pmM8vamc1ZuOcbjG1d8hpcztD7LlSD1hRSEMuH1BWnwh7EYtLm8wbpWmq16egSrllYxbWlq47777Ei70d/To0R4FlJ2dzQMPPMANN9zQ4Xtf/OIXaWlp4ZVXXokemzdvHjNnzuSxxx5L6vqykrEQQgxsA3GRvu6sDjwQVTu9PL2pHBUqjta5aPYECSlhbjp/LBOH2QfUe95er69kfOONN7Ju3Tq+8pWvpHWhv1AoxPPPP09LSwvz58+Pe87777/P7bffHnPssssu4+WXX054XZ/Ph8/ni37tdDrTEq8QQoj0G6iL9A3k6eepiMwya3QHmFmcRUWjmwK7gbNHZQ+q15GMlF/N66+/zquvvso555yTlgD27NnD/Pnz8Xq9WK1W/vnPfzJ58uS451ZVVVFQUBBzrKCggKqqqoTXX7VqFXfffXdaYhVCCNF7BvIifamuDjxQtZ1l5vD4Kck2DarG4VSk/IqysrLIzs5OWwATJkxg165dOBwOXnjhBZYtW8a6desSJjmpWrlyZUzVx+l0UlJSkpZrCyGESJ++rJKkOgw2EKafp2voLpnGYbc/SI3TByjkD8L+G+hGgvPzn/+cn/3sZ/z5z3/GbDb3OAC9Xs/YsWMBmD17Nlu3buV3v/sdjz/+eIdzCwsLqa6ujjlWXV1NYWFhwusbDAYMBkOP4xRCCNG7+qpK0t1hsP6cUbT3VBOv7anCHwyTbdFz7vg88m2GbsfR2YytwzUu/vbBcfZWOgAVU4dncO3cEQNiqDAVSb0rs2bNium1OXz4MAUFBZSWlnZY6G/Hjh09CigcDsf0zLQ1f/583nnnHb7zne9Ej61ZsyZhz44QQojBozeqJO2rHj0dBuvOVO6eVl72nHLwwBsHaPIEyLHoOdGoZkt5PePzbVgNWuaNyWF6mrZPcPuDvPKfSnafckS3aNh9sgm7ScuKcwfPRpuQZIKzdOnSXnnylStXsmjRIkaMGEFzczPPPvssa9eu5c033wTguuuuY/jw4axatQqAW2+9lYULF/Lggw+yZMkSnnvuObZt28YTTzzRK/EJIYToW+msksSr1NiM2j5tFu5p07TbH+S13adp8rTG3OwNcryhBYteiz8UZtOROt4/Wk/ZmByWTC/qVpWlbQLW7A1S3+JDp1aTadajUkFji486l3/QNVQnFemdd97ZK09eU1PDddddx+nTp8nIyGD69Om8+eabXHLJJQCcOHECtfrTpXrKysp49tln+clPfsKPfvQjxo0bx8svv8zUqVN7JT4hhBB9Lx0L3iWq1Fw9p7jPmoXT0TTd7A3iD4XIsehx+0PoNCqaPUHybUZONbnRqFv3iqpu9nWrIbt9Anbu+DxyLAb2h5tpcPtAgZCikGvVD7qG6n6N9k9/+lOn31+7dm2HY1dffTVXX311L0UkhBBiKEjUsBwKx9/3qTcqE+lomrYZteRYDDg9QepdPmqafVgNWjLNOpzuIChgM+soyTbhcAdSuna8BGzjoVoWjMuhptnLwWoXGrWKGcWZLJlWNKiqN9DNWVTx1r5RqVQYjUbGjh3L9ddfz/Lly9MSoBBCCJGqzhqWC+zGPmkWTkfTdNu+JLtJy8RhdqYOz+BQdTObj9QRVmBUroUGVwCrQYPHH8Tt7zzJiQxJefxBGlr8WI3a6D5UB2ucNHuDmPQaZpZksmBcLnMH6Ro5KUf8s5/9jHvvvZdFixYxd+5cAD788EPeeOMNbr75ZsrLy/nmN79JMBhkxYoVaQ9YCCGE6EpXDct9se9Tupqm2/YladQQCsPcUVnMG53DlvJ6PP4QihLG6VV4bmtFp70+bYek3L4gH512Eggp5Fj0ZJh0NLj9mPQaSjItVDm9fHzaydxR6Vsapi+l/NPduHEjv/jFL/jGN74Rc/zxxx/nrbfe4sUXX2T69Ok8/PDDkuAIIYToN30xrburGVKdxZDK7CqzXktlk7dDw/KKc0dT4/Txr12ncPlC5FkT9/q0HZLKNuvZfrwRXyBMjlVPfYsfTyBIcZaZkkzLoF6tOSLliN98803uv//+Dscvuugi7rjjDgAWL17MD3/4w55HJ4QQQvRA+0pNOve5ijdDqijT2OH68apFqc6uStSwvKysFJNegycQStjr03ZIKtITFAiF0anV6IwqZo/MJhxWaHD7sBoG/2rNESlHnZ2dzb///W9uu+22mOP//ve/oysct7S0YLPZ0hOhEEKIAW0gbo4ZTzr3uYqXcDz34XFsRh2eQKjT63dndlVnDcud9fq0fc1GrYZASGn9vllP4JPNsnVaFQ2uIMMyTJw7LpcNh+qSGlIb6D/3lCP66U9/yje/+U3ee++9aA/O1q1bee2116I7eq9Zs4aFCxemN1IhhBADzkDdHLO9dO9z1T7hyDbrWXuwmjH5NsbkWuNeP14lJdmhoM6SmES9PkCH16xCwWrU4vD6mVGcAahwuAPRx4zNtzI6z9pl4jIYfu4p/1RXrFjB5MmTeeSRR3jppZeA1v2k1q1bR1lZGUB0qEoIIcTQ1debY/akYpDufa7aJxwVjW5ARUm2Ke71E1VSkh0K6qphOV6vT7XTG/c1XzljOCa9Jvp8yQyptTWQN0Vtq1uRnHPOOWnbTVwIIcTg1JebY/a0YpDKlO1kEqn2CUeB3YBJr6HBFUCv1sRcv31zb0WjG51GRbZVn9LsqvZJDEC10xuNs31ikug159sNMef1d7LYW1KO5MSJE51+f8SIEd0ORgghxODRV5tjpqNikOyU7VQSqfYJR2WTN+71I5UUrVrFzopGXN4gISXMTeePZeIwe0oVqUgSk0ycvbUDel/93Hsq5WhKS0vjLvQXEQqFehSQEEKIwaG3bqDtpatikGjKdqRio1F37Flpm0jFq+y0rZokur7NqMWo1bDpSF10A8uwArtONnF2NxbRSyXh642p8n31c++plKPZuXNnzNeBQICdO3fym9/8hnvvvTdtgQkhhBj4+mKtmXRWDNoP47SthKhQUePyUpJljq7sG0mk2q9Bc+74PPJthg6vOdG09FkjMnj/aD1qWrdWGJVrweMPUeP0YdKn9t6lmvD1xqKGffFz76mUI5oxY0aHY3PmzKGoqIgHHniAq666Ki2BCSGE6Ds9aeDt7VWBe6ti0L4SsvdUEzsrmjhY1Uyu1UCO1cCYPEuHys7+KidbyusZn28j26JPatVgo1bDhEIbwbBCSbaJBlcARQnzr12nupxW3t5AGSLqi9WgeyJtkU2YMIGtW7em63JCCCH6yGCY8tsbFYO2lRCNWkWTJ4Beq8Zu1FHf4iesKFxfNpJQmJjz6lw+mtwBrEYtje4Ar+6u5MqZReTbjTHDXu2HkfQaFTlWPQ53675RTq+CyxdKua9osAwR9beU3w2n0xnztaIonD59mrvuuotx48alLTAhhBC9b7BM+YX0VwzaVkIseg31LX6Ks0zMG52D2xei2Rcgz2aMe16uVU+mWYcvEGbzkTrqWvwMsxujyWGiYaTIFG2PP8hzWyvIs3avr2gwDBH1t5TfkczMzA5NxoqiUFJSwnPPPZe2wIQQQvSeniw6NxCkYxXdtpWQOpePTLOObIsBjUpNi99PrvXTHpu259kMWkx6DQ5PgG3HGwAoyjTS4ApEk8Oupmi7/cG07DQ+kH9G/S3ld+a9996L+VqtVpOXl8fYsWPRauWNFkKIgW7vqSZe21OFPxjGatCmvOhcf3L7g+w56WDL0fqUe1faXiOSHLWthNQ2exNuUxA5b89JB8GQwv4qJ5WNXkJhhbKxOWQY9ejVmmhyWPBJNaez3cxlmKl3pfxOyhYMQggxeO055eCBNw7Q5AmQY9GTYzWQadJiNWoH/I32cI2LV/5TyftH6wiFYU5pFo3uQEpDap33Gxm5ek4xoTAJK0Pbjzei12o4f3wB5XUuTjV58AZDePwhKhrdmPUaNOrWc7saRkpmmKm7laqBvk9UX+jWqz5y5AgPPfQQH3/8MQCTJ0/m1ltvZcyYMWkNTgghRPq4/UFe232aJk/rkJTbH6KhxUemSRezfH8yN8S+voFGeoVqmn1oVGpUaoXyuhZmjsjE4Q7Q7A0CHbcdiHeN9v1G3kAu6w/WxSQ9BXZjh8e376uZUGhHpQaLXsvBGienHV6G2U38Y+vJaOLU1TBSZ9/vbvP3YGga7wvqVB/w5ptvMnnyZD788EOmT5/O9OnT+eCDD5gyZQpr1qzpjRiFEEKkQbM3iD8UIseix+0PYdZrqHP5MejU5NsNFLSZBdSZwzUuVm86xtObylm96RiHa1y9FrPbH6Ta6aXmk9WAS7LMWI1aUEFTi58DVc2YdBpqm71dxhSv8bfO5eO1Pa1JT57VGK0Iuf3BDo9v21fj8YeocnopzbFwzdkl5FgMjM6zML7A1uk1kn3Nx+paeHV3ZVJxtX9sJIlL5XFDUcpp9w9/+ENuu+027rvvvg7Hf/CDH3DJJZekLTghhBDpYzNqybEYcHqC1Lt8VDm9ZJl1LJqa/JBUX866irdBZYPbz5g8KxsO1eJwBwgpCnajjn/urEStUpFt1lNe5+LvW0/w9YWjybV+WomJ1/hr0GrwB8MMy4i/SWZbifpm9FoNYUWhJNPS40btyGs+7fBwsNrFrBGZKV1zsOwT1RdSfrUff/wx//jHPzoc/+pXv8pDDz2UjpiEEEL0grY3aLtJy8RhdhZNG8bU4RlJX6OvbqDxEikVClajFqcnQIZJx8hcM1OHZ1BR7+FAlYNpxXY2Hq6losFNIBzG5Q1yw7mjo8Mz8RKUBePy2HCwtkOTtUb96UaWkdfdvik5MhSWjhlR7V9zUYaZ/VXNbD/eSIZZR4MrkNQ1+3oRwHhDlQOl/yflZ87Ly2PXrl0d1rzZtWsX+fn5aQtMCCFE+vV0/ZS+uoHWOL2cdnopyuy4jozLF+RlTkWrLmSpOFjtZMvRBhzuAIFQGJ1GzYGaZl7dU8mKc0d3ul+USaeJSXomFNr5x9aTOL0BAsEwqFSAgl6jYfH0YUwbntFhe4Z0zIhqnzzOGZnNjhMNVDZ5KcowJnXNvpydFa/XBxgw/T8pv+IVK1bwta99jaNHj1JWVgbApk2buP/++7n99tvTHqAQQoj06sn6KX1xA43MljpY5eTjSidzSrMIhYmuI5OPgWyLPppkNbj9jMu38lGlk3BYIcOko8BuJBgKU+fyd6guRV5/pL+nKNPIsrLS6Iab/9h6kkZ3gGyznncPVOPxh8i26mlyB/jotIPvXzaBqcMzY2Jumzhp1BAKt1YyUnlf2iePwbBC2ZjcDqskd6UvFgGMV2F7dXclQLdWZ+4NKT/jT3/6U2w2Gw8++CArV64EoKioiLvuuotvf/vbaQ9QCCHEwJLKDTTV4YrIjbPFH+KsEdlsO97AzhNNlI3NiUmk2idZV8ws4s29p9lwuA69Ro0/GCakKORa9XGrS4lmGlV/0sxcaDcSCIVRo8LpCWDWa6M37df3VjE6zxq3R6f9ppypVDASJY+lualXQHp7EcB4Q5XH6l2gUlGa3fNepHRI6RmDwSDPPvssX/rSl7jttttobm4GwGaz9UpwQgghBqbIDSsyPTveDaw705Xb3zjtRh2VDjdXzhhOaa4FaE2CbEZthzVrTDoN3kCIPaccKMCM4kyWTCvqEFtnjdJtqyjZZj3eYAh/KIzVqMHtD5Fr1eMLhOPetNPRgD1YtmCIN1SZazUADJhFI1N6Vq1Wyze+8Y3o+jeS2AghxMDU242eXSUv3b3Zt79xNrj9FGWayLcbEj5vgd0YTXq+cf4YXN4QoCQc1umsUbrtCsQOj5+ZJRl8VKmiztW6/1S2xUBOgqpQuhqwB8MWDImqTcCAWZ055WedO3cuO3fuZOTIkb0RjxBCiB7q7YXekklemr1BGlr8WI1aNBpSutnPHpnFlvL6DjfJVBbq6+z1dtUo3b6KcrTWxet7q/AFwuRY9Qlv2p1dd6DMLEqnRNWmgVKBSvmZb7rpJu644w5OnjzJ7NmzsVgsMd+fPn162oITQgiRmr5YpyaZSkVNs4+D1c0xW0KMybN0OlzRft2b8yfkM704IyZpav+8lQ43r+2pIhBSkn69nVUfIlPD21ZRpg7PZHSetcubdqLr9qQvZ6CLV20aKBWolCO45pprAGIailUqFYqioFKpCIVC6YtOCCFESvpinZquKiBuf5ANB2spsBvRqlXUtfgJKwrXl41MGEO8xGzniUamF2d0+rypLNTXVvvqQ2VT60rIiZKQZG/akevWOH3wybo9kVlZA2Fm0Zkk5Xe3vLy8N+IQQgiRBr2xTo3bH4zesCN9LZ1NFY8kWRML7WjUKprcfpp9AfJsHfd3ikgmMYv3vHNKs3lvfw0VTS2UZFo6fb3th4naThdPZ9WrbcVGhYqGFj/jC2wDYmbRmSTld1d6b4QQYuDqLPnoTh/I4RoXf/vgOHsrHYCKqcMzuHbuiE5n+7RPslr8IXKthpiko30sySZmbZ+3ttnL+oN11Lf4ON3kxeMLU5prjtsj01lfUjqrXu2TpYpGN6edHkwGdZcJmEivpN7hLVu2MG/evKQu6Ha7KS8vZ8qUKT0KTAghRPfESz6603js9gd55T+V7D7lQKNWgQK7TzZhN2mjqwPHSwC6qvAkiiXeNgrxpqFH/vvF7XU0ugOMz7dj0mkx6zVcPac4Zv+pyOt4dXcl1c0+SrJNNLgCMRWadFa92idLJVlmPIEgFr12QMwsOpMk9Q5/5StfYfTo0dx4440sXry4Q2MxwL59+/jrX//K008/zf333y8JjhBC9KO2yUd3h2CavUHqW3zo1GoyzXpUKmhs8cVdHbi9RBWetrFkm/VUNLp5dXclK84bHac6U5swIYuXSNS6vITCHWPZfdLB5iP1aFRQ1+xjdJ4FhycQfQ3pXJ05XrJUmmPpsGaP6H1Jvcv79u3j0Ucf5Sc/+Qlf+tKXGD9+PEVFRRiNRhobG9m/fz8ul4v/+q//4q233mLatGm9HbcQQog2Eg0/uf1Bjta20NDiT7oRN3ItjRpyLAb2h5tpcPtAodPVgePF0f76kcREq1axs6IRlzfIkdpm5o3OYVpxRvR51x+s6zQhS7bq4vYH2XKknvAnE2GcngDbjzeyYFxuzLmJNtFMdUgvUbLUvqokel9SPzGdTse3v/1tvv3tb7Nt2zY2btzI8ePH8Xg8zJgxg9tuu40LLriA7Ozs3o5XCCFEO4mGfCLH61t8HKp20eQJMKnQ3ukQTPtrTS/JxOULsOdUaw9OotWBO4ujLZtRi1GrYdORuuiwV1iB1/aeZsvRejyBUFKNuclWXZq9QbzBEHNGZnO0zkWzJ4iCwrxROZ1Ob+7JWkKDZTXioS7ld33OnDnMmTMnLU++atUqXnrpJfbv34/JZKKsrIz777+fCRMmJHzM6tWrWb58ecwxg8GA1+tNS0xCCDFYuP1Bjte5eWnnSQLhcLSJdc2+KjLNxdGhoKIMM05PkJpmL5kmXcLF6uINZR2ocia1OnCyw2BmvZZ5Y3J4/2g9asBm1lGcZWLvKQdj8m2MybUm3ZibTCIRqfQ0ugPMLM6iotFNgd3AtDbTz7v7WjozUNaCOZP167u/bt06br75Zs4++2yCwSA/+tGPuPTSS9m3b1/cPp8Iu93OgQMHol+rVKq+CFcIIQaMyOymHScaqXL6GJFtItOkj1Y7qhy+mB6ViYV27CYtS2cNZ3SeJaUtDEJhovtAJZLKTKTpxRmUjcmJNv1W1HsAFSXZppQbc7tKJNpWehwePyXZpi77a/piLSHR+/r1J/XGG2/EfL169Wry8/PZvn075513XsLHqVQqCgsLezs8IYQYkNrObtJq1GhVKo7VuzHoGhmdZ6HAZqQwwxB3M8REyQ30bA2dVB87b3QOW8rrcbgDFNgNmPQaGlwB9GpN2hpzIz00RZlGlpUlP2TUG2sJib43oH5aDocDoMteHpfLxciRIwmHw5x11ln88pe/TDhry+fz4fP5ol87nc70BSyEEP2g/ewms05LeZ2LepefacMzok2tbXtUrAYNs0ZkdbhW+0ba7s4mSvaxibZjqGzyprUxtyc9NOmcVSX6j0pRFKW/gwAIh8NcccUVNDU1sXHjxoTnvf/++xw6dIjp06fjcDj49a9/zfr16/noo48oLi7ucP5dd93F3Xff3eG4w+HAbren9TUIIURfcPuDPLHuaEyjrj8UZvbILL6+cHRMYuD2B9lz0hFt4I3XhNw+CejJxpCdPdbtD7J607GY3pZsi45lZaXdnrWUKIbOnicdr0X0PafTSUZGRtL3b3WqT/CXv/wlpiIS4ff7+ctf/pLq5aJuvvlm9u7dy3PPPdfpefPnz+e6665j5syZLFy4kJdeeom8vDwef/zxuOevXLkSh8MR/VdRUdHtGIUQYiAw67V8dkYRM4ozUBQFBThrRBZfPHtE3KrH9uONuHwh8qxGGt2ti9zVubzRRtq2x93+1j6TggTNxMnEluix8XpbIuvRdPXYVHT1POl4LWLgS/mntnz5ci6//HLy8/Njjjc3N7N8+XKuu+66lIO45ZZbeOWVV1i/fn3cKkxndDods2bN4vDhw3G/bzAYMBgMKcckhBADWVGmkf+eV4rHH8Sk10RnN7WvOiRqmG3fhJxKI22qlY226+r0RW9Lf/TQSLVn4En5pxDZNby9kydPkpGReNpdomt961vf4p///Cdr165l1KhRqYZDKBRiz549LF68OOXHCiHEYBRvaCnRdgxFmca4N/t4TcjJJAGp9ra0P78010JLpYPTDk/C6ertpZo89HUPTU/6fUTvSfqnPWvWLFQqFSqViosuugit9tOHhkIhysvLufzyy1N68ptvvplnn32Wf/3rX9hsNqqqqgDIyMjAZDIBcN111zF8+HBWrVoFwD333MO8efMYO3YsTU1NPPDAAxw/fpwbb7wxpecWQojBqM7l5aUdJ3EHggnXvWm7dsuystKEK+ummgSkuj5M+/P3VznZUl7PqJzWmVwLxuV1mQh0N3noq8X20r0TuUifpN/9pUuXArBr1y4uu+wyrNZPP2B6vZ7S0lI+//nPp/Tkjz76KADnn39+zPGnn36a66+/HoATJ06gVn/aKtTY2MiKFSuoqqoiKyuL2bNns3nzZiZPnpzScwshxGBzuMbFi9tP8v7ROrLM+k7XvWk75JToZt9VEpDscFf7Ya3I4zz+T8/XqFXUuXw0uQNkjdDT4gux8VAtYzqZtt7T5KEvFtuTNXMGrqTf/TvvvBOA0tJSvvjFL2I09nxfjWQmcK1duzbm69/+9rf89re/7fFzCyHEYBK52XsCIbLMeupcfnafbGJEjjnhujdth5zi3ew7G/pJZbir7bBW+2nggZBCldOLRa+hvsVPrlVPplmHzaCLJgJA3DgGQ/Iga+YMXCn/BJYtWwa0zpqqqakhHI7dunXEiBHpiUwIIURU5GZfkmUm06xjd0UTDS1+Jg2zd2vIqbOhn0SVk0TDXZ3tWq5CwWrU4vQEyDTryLYYCIWIJgK1zV5e3F4XN47BkDwMlDVzpMm5o5TfhUOHDvHVr36VzZs3xxyPNB+HQqG0BSeEEKJV+5v9iBwLE4fZWX5OaXRqeFGmkUVThxHZMwqg2umNu8N4Z0M/nVVOOhvWSvS4K2cMx6TXUNvsZcOhumgisGBcHusP1iaMY6AkD13p7801pck5vpR/Ctdffz1arZZXXnmFYcOGyT5QQgjRB9rf7AvshpjVftvf5CYOs7P/tDPuTa+roZ+uKieJelsSPS7fboiuKTM6zxpNBJIZgurv5CFZ/bW5pjQ5J5byq9+1axfbt29n4sSJvRGPEEKIBBLd7Nvf5Coa3WwpL2d0niVmplXkppdMAtOdyknbx1U63Bi0GhaMy+uwm3jbr5MZgpKduRMbDH1K/SXlVz958mTq6up6IxYhhBBdiHezb3+TyzTpWnteTPq4N71kEphkKyftez/G5lvxBnJ5bU8V/mCYDQdrMek0cYdMBssQ1EA2GPqU+ktS70DbDSrvv/9+vv/97/PLX/6SadOmodPpYs6V/Z2EEKJvtb/JNXkC2E06mjx+bAZd3JteMglMV5WTRDOt1h+sIxBSGJZh6nLIpH3fkCQ3qZEkMbGk3oHMzMyYXhtFUbjoootizpEmYyGE6B/x+nPOG5/HgSpnpze9ngz9JOr9WDS1MOkhE2mOTY/B0qfU15J6F957773ejkMIIUQPxLvJzRud3Ws3vUS9H6BKashEmmPTS/qUOkrq3Vi4cGFvxyGEEKKH2t/kevOm19mMqXhDJhA7ZV2aY0VvS+pTtHv37qQvOH369G4HI4QQYnDorPejfTWpssnL6k3HUl4VWYieUClJ7JegVqtRqVQJdxJva6D34DidTjIyMnA4HNIQLYQQPdTVCrpuf5DVm47FDEVlW3QsKyulsql1WMrhCZBhak2QpAdHJJLq/TupVLm8vDz63zt37uS73/0u3/ve95g/fz4A77//Pg8++CC/+tWvuhm2EEKI/hIvSUl26f+uhsG6uyqyED2V1Kdp5MiR0f+++uqrefjhh1m8eHH02PTp0ykpKeGnP/1pdNdxIYQQA1+8mUxA2mY3dXdVZCF6Sp3qA/bs2cOoUaM6HB81ahT79u1LS1BCCCF6X9uZTHlWI43uAK/uruTV3ZUxx9bsq8LtD+L2B6l2enH7g0k/R6RXJ9uik3VaRJ9K+RM2adIkVq1axZNPPolerwdadxZftWoVkyZNSnuAQggheke84aNj9S5QqSjNtsQMKe056WD78cZuVXVkKEr0h5Q/ZY899hif+9znKC4ujs6Y2r17NyqVin//+99pD1AIIUTviDd8lGs1AMQcsxo0bDlaj8sX6vaaNTIUJfpayp+2uXPncvToUZ555hn2798PwBe/+EW+9KUvYbFY0h6gEEKI3pFoqjcQc2zWiCzWHqiRNWvEoNKtT6bFYuFrX/taumMRQgjRxxINH7U9BrDjeKOsWSMGlaQ+nf/3f//HokWL0Ol0/N///V+n515xxRVpCUwIIURykp3SnUi84aPIsci1zxufy4ZDddIoLAaNpBf6q6qqIj8/H7U68cSrwbDZpiz0J4QYSnpzw8r21z53fB75NoM0Cot+ker9O6lp4uFwmPz8/Oh/J/o30JMbIYQYSuJN845M6e6Na288VNvpisWpTiEXojelnIJ7vV6MRmNvxCKEECIFvblhZSrX7s0qkhDdlfJCf5mZmZx33nn89Kc/5Z133sHj8fRGXEIIIbrQdpq3xx+iyuklw5Se5t9kr92bVSQheiLlBOftt9/m8ssv54MPPuDKK68kKyuLBQsW8OMf/5g1a9b0RoxCCCHi6M1VgpO9drxKj8MToNkrCY7oX0k1GScSDAbZunUrjz/+OM8888yg6MORJmMhxFDT01lUPbl2Z7uFSyOySKde2U28vYMHD7J27droP5/Px2c/+1nOP//87lxOCCFED/TmKsFdXTvRYoGS3Ij+lvIncPjw4Xg8Hs4//3zOP/98fvCDHzB9+nRUKlVvxCeEEGKAk72mxECUcg9OXl4ebrebqqoqqqqqqK6ulkZjIYQYAnoy1dus11JgN0pyIwaMlD+Ju3btoqmpifXr17Nu3Tp+9KMfsW/fPmbOnMkFF1zAvffe2xtxCiGE6EUy1VsMNT1qMq6vr2ft2rX861//4m9/+5s0GQshxCAkjcJiMOj1JuOXXnop2ly8b98+srOzWbBgAQ8++CALFy7sVtBCCCF6T1czoXpzwUAh+kvKn9xvfOMbnHfeeXzta19j4cKFTJs2rTfiEkIIkQbJDD21XdRPdgsXQ0XKn96ampreiEMIIUSatV1lOJK4rNlXRVFm7NCTTPUWQ5F8eoUQYohKZehJpnqLoSblaeLptGrVKs4++2xsNhv5+fksXbqUAwcOdPm4559/nokTJ2I0Gpk2bRqvvfZaH0QrhBCDS6p7VclUbzGU9GuCs27dOm6++Wa2bNnCmjVrCAQCXHrppbS0tCR8zObNm7n22mu54YYb2LlzJ0uXLmXp0qXs3bu3DyMXQoiBrzf3qhJioOvRNPF0q62tJT8/n3Xr1nHeeefFPeeLX/wiLS0tvPLKK9Fj8+bNY+bMmTz22GNdPodMExdCnGl6c68qIfpKqvfvfq3gtOdwOADIzs5OeM7777/PxRdfHHPssssu4/333+/V2IQQYrCSoSdxJkrq037VVVclfcGXXnqpW4GEw2G+853vcM455zB16tSE51VVVVFQUBBzrKCggKqqqrjn+3w+fD5f9Gun09mt+IQQQggxeCRVwcnIyIj+s9vtvPPOO2zbti36/e3bt/POO++QkZHR7UBuvvlm9u7dy3PPPdfta8SzatWqmPhLSkrSen0hhBBCDDxJVXCefvrp6H//4Ac/4Atf+AKPPfYYGo0GgFAoxE033dTtnpZbbrmFV155hfXr11NcXNzpuYWFhVRXV8ccq66uprCwMO75K1eu5Pbbb49+7XQ6JckRQgghhriUm4zz8vLYuHEjEyZMiDl+4MABysrKqK+vT/paiqLwrW99i3/+85+sXbuWcePGdfmYL37xi7jdbv79739Hj5WVlTF9+nRpMhZCCCGGqF5vMg4Gg+zfv7/D8f379xMOh1O61s0338xf//pXnn32WWw2G1VVVVRVVeHxeKLnXHfddaxcuTL69a233sobb7zBgw8+yP79+7nrrrvYtm0bt9xyS6ovRQghhBBDVMot9cuXL+eGG27gyJEjzJ07F4APPviA++67j+XLl6d0rUcffRSA888/P+b4008/zfXXXw/AiRMnUKs/zcPKysp49tln+clPfsKPfvQjxo0bx8svv9xpY7IQQgghziwpD1GFw2F+/etf87vf/Y7Tp08DMGzYMG699VbuuOOOaF/OQCVDVEIIIcTgk+r9u0cL/UWmXA+mREESHCGEEGLwSfX+3aNVnyRBEEIIIcRAlFSCc9ZZZ/HOO++QlZXFrFmzUKlUCc/dsWNH2oITQojeIFsXCDH0JfWbfeWVV2IwGABYunRpb8YjhBC96nCNi7c+qsLpDWA36rh0SiFj8639HZYQIs0G1GabfUF6cIQ4c7n9QVZvOkajO0Ch3UiVs3WH7WVlpVLJEWKA67MenO3bt/Pxxx8DMGXKFGbNmtXdSwkhRJ9o9gZxeluTG5NeQ6HdSK3LS7M3KAmOEENMyr/RNTU1XHPNNaxdu5bMzEwAmpqauOCCC3juuefIy8tLd4xCCJGyeH02NqMWu1FHldMbU8GxGSW5EWKoSXkl429961s0Nzfz0Ucf0dDQQENDA3v37sXpdPLtb3+7N2IUQoiUHK5xsXrTMZ7eVM7qTcc4XOMCwKzXcumUQrItOmpdrcnNJZMLpXojxBCUcg9ORkYGb7/9NmeffXbM8Q8//JBLL72UpqamdMaXdtKDI8TQlkyfTXdnUfVk9pXbH6TG6QMU8u1GSaqESFGv9+CEw2F0Ol2H4zqdLuW9qIQQIt0S9dnUOH2Y9J8mJ6kmGD2ZfXW4xsXfPjjO3koHoTCMzbfy5XkjmTY8ozsvUQiRhJSHqC688EJuvfVWKisro8dOnTrFbbfdxkUXXZTW4IQQIlVt+2w8/hBVTi/BUJh/7TrVYciqM25/kGqnF7c/iNsf5K2Pqmh0B8izGml0B1izrwq3P5jUdV75TyW7TznwBsJUO7ysPVDDfa9/zN5TTWl4xUKIeFJOcB555BGcTielpaWMGTOGMWPGMGrUKJxOJ7///e97I0YhhEha+z4bq0GDggqXL5R0ctK+h2f3SUeHqpDDE6DZ23WC0+wNUt/iQ40Krz+ETqvGoFXT0OLn9b3JJUlCiNSlPERVUlLCjh07ePvtt9m/fz8AkyZN4uKLL057cEII0R1j860UZZbS7A3i8Qd5bmsFedbkpoa3rdZEeng+OFqPSadJevZV214dm1FLjsWAN+jA6QuiU6tQqVXk2Qz4AuGYOGSFZSHSp1u/QSqViksuuYRLLrkk3fEIIURaRPps3P5gSlPD2/bwaNQqLHoNTm+ASycXsuNEY5ezr+L16nx2RhGNbh/vflyDPxSmNNNMvs1IjlUfjSPe44oyjZLwCNFN3fqN2bp1K++99x41NTUdGot/85vfpCUwIYRIh8iQ1Zp9VUlNDY/08OyvclLn8lHf4ifTrOO/ZmlYVlYaMxOqvXjVn1d3V3LlzCK+ddE4LpxYwKbDdYQVyLHqo3HEe9xzHx7HZtThCYRkSwkhuiHlBOeXv/wlP/nJT5gwYQIFBQUxG292tgmnEEL0l7ZDVl1VQ8x6LeeOz2NLeT1N7gC5Vj3ZFgMbDtUBsP5gXcKZVO1ncGnVKjYfqaOuxc8wu5FLpxTynUvGd4ij/eOyzXrWHqxmTL6NMblWKhrdvLTjJF9dUEqutWNiJYToKOUE53e/+x1PPfUU119/fS+EI4QQvSOVqeH5NgPj821YjVoyzTpCIah0uHltTxWBkEKh3Rg36Wg7gyvbrGfb8QYAijKNNLham5uXlZVS0K76036F5YpGN6CiJNtEsy/A8foWGt1+AK46q1gqOUIkIeVZVGq1mnPOOac3YhFCiLRqO9U7lfNsRi3ZFj0tvhChEFQ5vRi0GvzBMIV2YzTp2Hykjqc2xl8pudLhRq1SMXtkFhlGfaczr9o/Tq9tTW5ONrr5T0UTdS4/GSYdda7WIS+ZeSVE11Ku4Nx222384Q9/4KGHHuqFcIQQIj2SXZgv0Xnt+3YWjMtjw8FaKhrdHK9voc7lJ8+mxx0IsmZfFUWZrSslR4bDapw+/rXrFC5fKLoeT2fNzWPzrXgDuTyz5QSHaprxB1sXmfeHwmSYtARDCicbvByvdzNvdA6fGZ3Tq++fEINdygnOd7/7XZYsWcKYMWOYPHlyh1WNX3rppbQFJ4QQ3RGvabdtEtLVeZnmYmxGLVfPKSYUBo0aQmE4b3wur+2potHdmtxML87EZtB1mHZu1mvJt8O80TlsKa9PqrnZ7Q/y9r4aDte60GrUaNXgCYQw69X4gmFUOhUoEFZgS3k904ozZGaVEJ1I+bfj29/+Nu+99x4XXHABOTk50lgshBhwEm3X0H7tm3jnHaxx8tTGY4QVBbtRx8RhdvafdkYrPBdMzAfAHQhiM+jiVmbaVoWMWg3nT8hnehcJSWRBQJ1aTaZZj0oFjS0+rCYdtc0+1IDNrGNUrgWPP5RwHR8hRKuUfzv+/Oc/8+KLL7JkyZLeiEcIIXqsfdNuouEhjRrUKhUVTS2UZFqoaHRz2uHFpNdEv95SXs7oPAslmRaqnF62HWtg8bRCNhyqi1uZiVcV2nmikenFne87FVkQcH+4mQa3DxQIKQrjC6yMz7fS4A5Qkm2iwRXodKhLCNEq5d+Q7OxsxowZ0xuxCCFEWiSz9k2kylLf4uN0kxePL0yOVc8wu4mSTAsmvYZMkw6nJ0CmSR9TCcqzGVlWFn/aebLVo3gxf3ZGES5fgD2nHICKGcWZLJ1ZDMCafVU43IEuh7qEEK1S/g256667uPPOO3n66acxm829EZMQQnRbZLuDoszESUjbKsv4fDsmnRazXsO1c0v4939ORys/TZ4AdpOOJo+/w3BUvGnnbn+QBpefUFiJVoW6ai5ua2y+ldsvnRCzmGDkOSKNy4kWGRRCxEo5wXn44Yc5cuQIBQUFlJaWdmgy3rFjR9qCE0KIVHS23QGQcGG9kiwztS4veq0mpvJTYDdw3vg8DlQ5u2wU3nuqKWYGlF6rxuMLU5prTqniYtZrKc3teG5lkzepWWFCiFYpJzhLly7thTCEEKJnktnu4NzxeeTbDGjUJOzRKbAbO6x6PG90dqerIO855eC+1/ZzpNaFTqMmy6JrbVI2tc7E6unqw8nOChNCfCrl34w777yzN+IQQoge6Wq7g/1VTraU1zM+30a2Rc/EYfaElZn2w0/tv2676zfAa7tP0+D2Y9RpUKHCFwxjNmnwBsOEYrfr6yCZHcS729cjxJlMfjOEEENC+20SDlQ7CYUVSrJNaNQq6lw+mtwBrEYtje4AB6qc0XVuUtmtu/0w2OQiO40eP9kWPSd9HhTCON0KJp2G3Da7hbcVSWpqm72d7m0VOdfjD2HSaZLeEV0I0Y0EJysrK+7aNyqVCqPRyNixY7n++utZvnx5WgIUQohkRGZOPffhcdYerCYUBgU4UtNCcaaJ+hY/uVY9Zr0GFKhz+QiFidkXqrNqitsfpMbp49Xdlbh8IQrtRvZXOdl0pA5fIIQn0LricE2zD51GzcziTJZMK+pwnbazt/afbibTomPq8IzoXlVth53aJlOBYBiVSpXUooFCiG4kOD/72c+49957WbRoEXPnzgXgww8/5I033uDmm2+mvLycb37zmwSDQVasWJH2gIUQIpGiTCM2o44x+TZKsk0crWmhptmLRa8h06xDq1Hz/pF66lv8ZJp11DZ7owlOZ1s7RL532uHhYLWLWSMyo1WhZm+QmSWZfHzaiaLA5VMLOX9CPnNHZcdNkiK9NIGgwpFaF/oGNV5/mHEF1uheVWa9Nm7fjdWg4cqZRTGzq4QQ8aX8G7Jx40Z+8Ytf8I1vfCPm+OOPP85bb73Fiy++yPTp03n44YclwRFC9KlmbxBPIMSYXCsmvYaJhRrsJi3/NasYbyDIw+8epskdINeqJ9tiYMOhOkbntSYxr+6upLrZR4HdwMlGD6/urmTFeaMBoolGUYaZ/VXNbD/eyNmjVNGq0Og8C8PsJiodbq4vG0VpriVhfE5vgGyznq3HG9Bp1ATCYRrdfrYfb2TBuNzosFOivhtTCruiC3EmS3k38TfffJOLL764w/GLLrqIN998E4DFixdz9OjRnkcnhBApaNuHE9ngMtdqaF2JONvC+HwbF07M57zxeUwqtEcrJrtPOth8pJ59pxz8e9dp9p12sPlIHXtOOmISjQyzjjkjs1GroOGTKlC2xUAoBA1uP0WZJvLthi7jq2h04/WHyDbrsRp0qFUqgqEwM4szo8lLvNeSYZK+GyGSlXKCk52dzb///e8Ox//973+TnZ0NQEtLCzabrefRCSFECiJ9ONkWXYdeFZtRS7ZFT4svRChENGHQqGHLkXoCoTD1LX5cvgD1Lj+BsMKW8vqYKeUef4hgWKFsTC7fOG80379sAmPyLEn3xUTiK7AbCClh9Do104vtBEJhNGoVuyqaOFzj6vK1CCG6lvJvyk9/+lO++c1v8t5770V7cLZu3cprr73GY489BsCaNWtYuHBheiMVQogkjM23dljHBhJv3xAKgzcYYmpRBhsO1aJWaVCrYGqRHY8/RChM3MeV5rYObY3Os3Y5zbt9fCvOG8280TlsOFzL1vIG9Fo1s0dm4fKFYhqNE70WIUTXUv5tWbFiBZMnT+aRRx7hpZdeAmDChAmsW7eOsrIyAO644470RimE6FXJrMUymMTbRgHiJz9ufxC7UYc3EKYk20JNs5d8mwG1WhUdEoq3+F9Xz9VVfJ8ZnUOB3YDD07qtRIZRj8cf6rC+TXeuL4To5jo455xzDuecc06Pn3z9+vU88MADbN++ndOnT/PPf/6z05WS165dywUXXNDh+OnTpyksLOxxPEKciTqbPTQUxVvEL1Kh8QSCqFQKhXYTBTZjp4v/pUO+3cgwu5EGVwDCKioa3RTYDdJnI0QaJPVb5HQ6sdvt0f/uTOS8ZLS0tDBjxgy++tWvctVVVyX9uAMHDsQ8T35+ftKPFUJ8SrYAaNW2sqNRk/Lif93Vfu0eUGHSa6hs8g7pJFOIvpDUb29WVhanT58mPz+fzMzMuAv9KYqCSqUiFAol/eSLFi1i0aJFyUf7iUgcQoieGYxbAPTWcFpPKjQ9ian92j3xFvwTQqQuqd+ed999NzpD6r333uvVgJIxc+ZMfD4fU6dO5a677up0uMzn8+Hz+aJfd1WBEuJM0nYq8mDYAmAgDqclE1NnCVD7tXv0as2ATzKFGAyS+u1pOyOqP2dHDRs2jMcee4w5c+bg8/l48sknOf/88/nggw8466yz4j5m1apV3H333X0cqRCDQ9v+k0qHG7VKxaRhyQ8z96V0D6eloxKUTExdJUCDLckUYrBIeR2cN954g40bN0a//sMf/sDMmTP50pe+RGNjY1qDa2/ChAl8/etfZ/bs2ZSVlfHUU09RVlbGb3/724SPWblyJQ6HI/qvoqKiV2MUYrAZm2/l3HG5uH0hdp5o5NG1R3jwrYPR9VgGinjDaZGF+lJ1uMbF6k3HeHpTOas3Hev2a+0qprYJUJ7VSKO7dfjJ7f80ZlnvRojekXKC873vfS86zLNnzx5uv/12Fi9eTHl5ObfffnvaA+zK3LlzOXz4cMLvGwwG7HZ7zD8hxKfc/iBv76vhcK0LrUaNCth9solX91TG3Ij7W7pW9k0m6UhXTMkmZWPzrSwrK2X5OaNYVlba78NuQgwFKSc45eXlTJ48GYAXX3yRz33uc/zyl7/kD3/4A6+//nraA+zKrl27GDZsWJ8/rxBDRbM3SH2LD51aTbbZQI7VgE6tos7lj7kRu/1Bqp3ePkl64j2XWa/lvPG56LUqTjs83a50pLMS1FX1JZWkzKxvXW9HKjdCpEfKv0l6vR632w3A22+/zXXXXQe0buGQagOvy+WKqb6Ul5eza9cusrOzGTFiBCtXruTUqVP85S9/AeChhx5i1KhRTJkyBa/Xy5NPPsm7777LW2+9lerLEEPQUFusrq/YjFpyLAb2h5tpcPtAgZCikGvVR2/Efdncm+i5Dte4WH+wDm8ghF6jYcG4vG7FkO6el85WG060erJ8PoXofSn/li1YsIDbb7+dc845hw8//JC///3vABw8eJDi4uKUrrVt27aYhfsiQ1zLli1j9erVnD59mhMnTkS/7/f7ueOOOzh16hRms5np06fz9ttvx138T5xZBuLsmsHCrNfy2RlFuHwB9pxyACpmFGeyZFpRdKXf7jb3JpN0tj0HiHmuikY3L+04ybVzS2J29K5yetl4qJYxeZZurSKc7qSjsynmst2CEP1DpSiKksoDTpw4wU033URFRQXf/va3ueGGGwC47bbbCIVCPPzww70SaLo4nU4yMjJwOBzSjzNEuP1BVm86FnMDzrboWFYm64gkI5JgaNTg8oYAhfw2QyXVTi9Pbyonz9o6pBPZTmD5OaMosBsTXjeZpDNyTn2LD71Gw2dGZ7PlaD15ViPNvgD/qWii0e1nRnEm3kCY8QW2mBiuOXsEJr2mW4mDVPyEGFxSvX+n/Fs9YsQIXnnllQ7HO5vJJERvGoyL1Q0UySQh3RnSSabqEzmnvK6FOpeP+hY/u081MTbPQkWjm+P1LdS5/OTZ9ASVMKedHkwGNSWZFqqcXhQlzL92ncITCGE36jh3fB75NkPSCYvs8STE0Ca/3WLQk3VEktfZcFCioafuDOnUOL2cdnopykycdEaam+tcPgIhJRqDJxBCp1ao/yS5mV6cic2gIxhSsOi11Lq8WA0anF4Fly9Eod3I/ionW8rrGZ9vI9uilyFKIYQkOGLwk0bO5LSv1pw1MivpylcqfSSHa1y88p9KDlY5+bjSyZzSLLyBMGa9Bk2beZs2oxa9RkN9i59CuxG3P4RJp+ZobQuluRZMeg0ZJj02Q2vyWppj4eo5xYTC4PEHeW5rBXlWIxq1ijqXjyZ3AKtRG532LVsdCHFmk99+MSRII2fn4g0ZfXC0HpNOk3TlK96QTvs+Frc/yKu7K6lx+ZhWnMF/KhxsPlyPzaSlONPMP7aejFZXzHoti6cP46PTDqqcXrLMOprcIUx6DWPyrahQUdPs5bTDQ45VzyWTC8m1GqPPG6naWfStSVKuVU+mWYfNoJMhSiGEJDhi6JCeisTa9ilp1Coseg1Ob4BLJxey40Rjtypf8fp36lw+Nh+pR6MCq1HHpGE2dp90UJxpYnyBrcMw2LThGXz/sgm8vreKBpcfbyDMrBGZZBj1TCzUYDdpuXxqIblWPfltGprbVu3qXD4yzTqyLQZCIWSIUggBSIIjxBkh0qe0v8oZbejNNOv4r1kalpWlXvmKVxF6dXclgVCYsKKgUqlwegJUO73oNCpK8ywxw2A1Th8mfetzTh2eyeg8KzVOH//adQqXLxRdFE8FbDpcF20kbttb07ZqV9vsZcOhOhmiFEJEJfUX4Kqrrkr6gi+99FK3gxGiLZnGmz5mvZZzx+expbyeJneAXKuebIuBDYfqGJ1n7XS6dzztZ65lm/UcrnWi12qYMzKbo3Uumj1BdBoV4/JtNLgC6NWauLOfIklLaa6WJdOLor1U7RuJ4zVBR6p2BXYjo/Os8nkRQkQl9VcgIyOjt+MQIoYs3Jd++TYD4/NtWI1aMs06QiGodLg5WtvC6DgL5sVLMNuumRPpgdGqVWw73oCigEGrJpCpMLM4i4pGNwV2AxdNyo9WV6wGDfUtIaqbfZRkm2hwxTYEt63KtG0kbt8EDXSITYYohRBtJfXX4Omnn+7tOISI6snKuSIxm1FLtkVPozuAzdA6XFXd7OXlnac6TK2Ol2AC0WNGrYaSHDPuQJCt5Q0AzCjJoMrho6rJQ6ZJR0m2iUsmt14zUl3Zf9rBH9ceRaOCumYfo/Ms0X2g2icqdS4vapWKiqaW6No32RYdtc1eXtxeJ8mvEKJTcrcQA44s3Nc72jbmVjrcVDd7ybcZGZZhikkioeP6OK/urgTA5QuhVavYdKQO9VEVk4bZKLAbybcbOFHvweUN4g+FmD0yi4UT8mKSFoCdJxwxPTrbjzeyYFxuh4bgtiscn27y4vGFKc01s2BcHusP1iZMfmVYUwgR0a2/AC+88AL/+Mc/OHHiBH6/P+Z7O3bsSEtg4swlC/f1nsgQ0NHaFl7eeYphGaa4wz8NLX6sRi0aDRTajRyrd4FKRZHdxM6KRjRqFWrA7Q9R3+LnZKMHvVYNCqhUKg7WNLNwQh7w6bCWxx/EGwzF9OgoKMwblROTjLSt4I3Pt2PSaTHrNdE1cBIlv5VNXhnWFEJEqbs+JdbDDz/M8uXLKSgoYOfOncydO5ecnByOHj3KokWLeiNGMQi5/UGqnV7c/mDKj41UGrItOpkV0wvMei2j8yxkW/StKwd/MmMpw9SaRNY0+zhY3cy7+2tYd6CWj6uc5FoN5Fr0VDS6cXmDoIDNpGNUnoUcix6F1j8mGWYds0dm4fGHaPYGOVzjYvWmYzy9qZyXd1YSCCkEw609OqW5Fs4uzabAboj5nLSv4JVkmQkrCqFwbPLbNm6N+tOqU57VGF3srzufPyHE0JDyHeOPf/wjTzzxBNdeey2rV6/m+9//PqNHj+ZnP/sZDQ0NvRGjGGTS0SDcfuE+aN30UYYe0iPR6s8AGw7WUmA3olWrqGvxEwiF+dz0QnKsBt75uIYjtc2EFRiVa6HBFWBMnpUR2WYa3IFo43C2JTbpiFTiVChYjVocXj9mvRpPIMxzWytiPiedVfDaD7MZtBoWjMvrtLIjnxchzkwp/+afOHGCsrIyAEwmE83NzQB85StfYd68eTzyyCPpjVAMKulsEI40m8qMqt4Rb/XnaqcXpzfAxEI7GrWKo7UuPjrt4PWPqsky6blwUj7zRuewpbwejz8Ukxit2VeFwx2IHnN5gzH7UWWb9VQ63Hx+UiEmvSa65k2etePnpLOtN8bmW/EGcnltTxX+YJgNB2s5d3yeDGsKIWKk/NtfWFhIQ0MDI0eOZMSIEWzZsoUZM2ZQXl6Ooii9EaMYRLrbIJyoOVRmVPWeeO952+pJtlnP3koHLb4gJxvc7PM6+ei0g+9fNoEV547u8Ni2yVJlk5eXd366H9WYfAtHa1tQq1S8ta+Kz4zOwRMIJfycdFbBA1h/sI5ASIk2SG88VMt543NlsT8hRFTKv/0XXngh//d//8esWbNYvnw5t912Gy+88ALbtm1LaUFAMTR1p0G4swpNdxImmUnTtUTvedvqycef7BGlKAreQIjhmSaa3AFe31vFzReMxWbURpuSI9W2yEymtz6qosUf4qwR2XxQXs/mQ/XkZRiYPTILly/EB0fr0apVHKlzxQxrtf2cJKrgJdokNM9m7NaqzEKIoSnlvwBPPPEE4XAYgJtvvpmcnBw2b97MFVdcwde//vW0BygGpkRJRKo7e0c2Z0y08FuqCZMMZ3Wtq6rY2HwrmeZiHl93lGyznvoWP4oCpxxeRuaY8QXC7DnpYPvxxqSSUhWw7mAN80flMDzLjMcf4mCNEzUqjta5OFLjYtrwjOhQV9teq1Q3CZXF/oQQESn/JTh58iQlJSXRr6+55hquueYaFEWhoqKCESNGpDVAMfB0lUSksrP37pOO6OaM8RZ+a58wWQ0aZo3IinstGc5KTjJVsVAYNGoV80bnsO5gLS5fEB1gN7YmnVuO1ke3UKhodPPSjpN8dUEpuVZjh6TUHQiRYzPQEgji8YeoaHRz2uFldJ6F88cXUNHoxmbU4g0EWb3pWMznymbUxo31ggn53d4kVAhxZkh5mvioUaOora3tcLyhoYFRo0alJSgxcLVNIjqbjhvZH6irvpstR+oJKwphiC78ZtJrYio0Y/OtLCsr5YIJ+QCsPVDD6k3HOFzjirlevBt3JFkSn0o01brtex45R6VSsXBcHgU2A/l2A+MKbDH9M82+AMfrW9h8pI6nNrb+TNpP8y+wG7i+bBQFttbkxKzXMMxuoiTTQoZZx5g8K05vgNf2dPxctd0Som2s04ozWFZWyvJzRrGsrFSqdEKIDlL+Xx7lk1VI23O5XBiNqW3YJwafGqe348yYJjc1Th+lual9nJq9yS38FrH9eGOnGy/KAoHJSWYYse05Dk+ACybm85nROUwvbt2XbsfxRioa3Ryvb6HO5SfPpscdCEZ/JvGqePNGZ0f3sfrH1pMxPyeDVoM/GO6w8GAoTKexRoaxZAkBIUR7Sf81uP3224HWVUp/+tOfYjabo98LhUJ88MEHzJw5M+0BioHjcI2LV/4Tf2bMv3adYsn0opT+TzqSkDS6AzGbM04r7ri5azLDKvFu3AvG5cU0woI0IUNyw4idnXPplEJe2nGSRndrcjO9OBObQRfzM2nfD9P263g/pw0Ha+MmpwV2Y8I4pOdKCJFI0n/dd+7cCbRWcPbs2YNer49+T6/XM2PGDL773e+mP0IxICQzMybVfpfYKoE/ujljvMcnW51pe1Oubfay/mBtwg0jz/QbYjINuYnOGZtv5asLSgFwB4LYDLqUKmbxkieTTtNppSbebufScyWESCTpvwLvvfceAMuXL+d3v/sddru914ISA08yM2O6s3Jssg3JqczOihx7cXtdzM3v5Z0n8QXDBMLh6O7UckPsvlyrkavOKk56xlx77ZOWVJrTQTZlFUJ0LuW/Ak8//XT0v0+ePAlAcXFx+iISA1JXM2O62++SynBRKjfA9jc/rVrFpsN1eIJhckx6LHqd3BDTINWkpCupTPOWnishRGdSnkUVDoe55557yMjIYOTIkYwcOZLMzEx+/vOfR9fHEUNPVzNjujNVt+1GjPFmRSWKo6vZWRB783O4A2w73oAvEMbrD3GgppnX95xmb2VTh9lDInXJ/kx643llU1YhRCIp/yX48Y9/zJ/+9Cfuu+8+zjnnHAA2btzIXXfdhdfr5d577017kGJg6GxmTKr/997b/RMxmzI2uVEUsJm0GPUadGo1TR4/px1eblgwSm6Ig1i6K0hCiKEj5b8Gf/7zn3nyySe54oorosemT5/O8OHDuemmmyTBGeLizYwBOsxU6kqy/RM9mfEUufnVOH0888FxPihvoNBuxKDVkG/XMzbfRp5NljYY7GT1YiFEPCn/VWhoaGDixIkdjk+cOJGGhoa0BCUGj+5O0+2qf8LtD7LnpIMtR+vxBELdnvFk1mspzdVyxczhHKhupsrpJdeqJ9tioDDDKMNTQggxRKXcgzNjxgweeeSRDscfeeQRZsyYkZagxOCQaFXjOpeXaqe3w+rGbXXWP3G4xsUT647ymzUH2HCoDiDhisnJmjY8g+9fNoFzx+UyOtfKmDyL9GsIIcQQlvJf91/96lcsWbKEt99+m/nz5wPw/vvvU1FRwWuvvZb2AMXAFW+Y6WCNk6c2HiOsKB2qLu2Hm+L1T0SSpppmHxqVGpVaobyuhZkjMnG4P912oTvDVlOHZzI6zyr9GkIIcQZI+S/8woULOXjwIH/4wx/Yv38/AFdddRU33XQTRUVFaQ9QDFzth5kimyia9JoO68xUNnnjDmW175+IJE0lWWbqXD6c3gDNngAVDR5KskzUNnt5cXsd9S0+9BoNF07KZ0S2OemERfo1hBDizJDyX/oTJ05QUlISt5n4xIkTspv4GaT94nttN1Fs2zhc4/QlPWMqkjQ1uP2MybOy7XgDikpFgd3AgnF5rD9YS3ldC3UuH6eaPLy+9zRzSrMYnWvt0arEsn2DEEIMLSn/JR81ahSnT58mPz8/5nh9fT2jRo0iFAqlLTgx8LUdZoq3iWK2RQcoMUNZnW3Q2X6TxwVjc6ObPDZ7g9S3+Khz+fAGwoTD4PIFOe3wYjVqY5KmVBIW2c9ICCGGHtlNXCQtUdLQ2SaKl0wuJN9ujA5ladUqth1v6HSDzva9OUA0gdJrNNS3+Mk06fAEQmSadaiATJMeh6e1RyfRcFii1yT7GQkhxNAju4mLpCRb5Ui08NqlUwp5dXclm4+0zoqaNSIz7gadbZOoAruxw/NOL87go9MOGlx+DDoVKlTota0L9xXYjGjUpJSwyH5GQggxNCU9TXznzp3s3Lkzupt45OudO3eyf/9+ZsyYwerVq1N68vXr1/O5z32OoqIiVCoVL7/8cpePWbt2LWeddRYGg4GxY8em/JwidalOB4+3dP/YfCtXzixifKH9k8ZgC4V2Y7TqAh23bthzytHheY/Vt/DtC8eycEIeZ5VkUZRpJM9qpMBm5JLJhYTCdEhY2j5He+23dDhS68Kk06S0Po7bH+xyWrwQQoi+1a+7ibe0tDBjxgy++tWvctVVV3V5fnl5OUuWLOEb3/gGzzzzDO+88w433ngjw4YN47LLLutxPCK+VKeDJ5JvNzLMbqTBFUCv1lDR6Mas16BRxx8qen3PafzBMMMyTDHVlZJsCzdfkBEdtgqFiZlmnsoGjJGen+c+PM7ag9WACpNeQ2WTN6k+HOnfEUKIgalHu4n31KJFi1i0aFHS5z/22GOMGjWKBx98EIBJkyaxceNGfvvb30qC04tSmQ7e2TYLbRuID9Y4Oe3wMsxu4h9bT3LWyKxoEqVRq7DoNTS4fVgN8ZOVRNO928/sSmYDxqJMIzajjjH5NkqyTTS4Akn14Uj/jhBCDFyD6q/w+++/z8UXXxxz7LLLLuM73/lOwsf4fD58Pl/0a6fT2VvhDVnJTgdv27eSqLIxNt9KprmYx9cdBQVK88w0uAJ8cLQek07D/iondS5fayOxWce1Z5dwrN6d0m7R8ZqUq53eDs3RkQTM4w/iCYQYk2vFpNegV2uS6sOR/h0hhBi4BtVf4aqqKgoKCmKOFRQU4HQ68Xg8mEymDo9ZtWoVd999d1+FOGQlMx287T5SnVU2Dte0sPukA42qdQuG0XkWPIEQ80fnsP1EI03uQHS/qGP1bq6eUxwzDJWMSIUnUaK191QTr+2pwh8MYzVoCYSUpIe1IrraT6uvyBo+QgjR0ZD/a7hy5croDDBoreCUlJT0Y0SDV1fTwdvuLJ6osgGw5Ug94U+WG3B6Amw/3siCcbmMzDEzPt+G1agl06wjFIJal5dQGArsqS9BkCjRanJn8fA7h2nyBMg06bAZda0JlVUffT0LxuV1uUN6d4bDuoq3q0Sl/TnSAySEEPENqgSnsLCQ6urqmGPV1dXY7fa41RsAg8GAwWDoi/DOKImmg0PnlY1mbxBvMMSckdkcrXPR7AmioDBvVA75diPZFj2N7gC2T3pvelIRiZdoVTrc/Ps/p2nyBLAZtByvd6OgkG8z8K0LxzFxmJ3aZi/rD9bGTRqS2U+rO9omKkathnljWhc3bHu99snMuePz2HCwlkZ3gGyznvI6F3/feoKvLxxNrlXWpBJCnNkGVYIzf/78Dht6rlmzJrrpp+hb3W30tRt1NLoDzCzOoqLRTYHdwLRPbubprIjES7QMWg3BUJBMk47j9W5AIRBUCIYVdp1sYnSehdf2VOEOBFPeTysyXTzVRKdtpUmrVrHpSB3vH62nbExOdCHEzmaZ6TRqNh6upaLBTSAcxuUNcsO5o6WSI4Q4o/VrguNyuTh8+HD06/Lycnbt2kV2djYjRoxg5cqVnDp1ir/85S8AfOMb3+CRRx7h+9//Pl/96ld59913+cc//sGrr77aXy9BtNG2uhGpbNQ4fYBC/idDTLFbMfgpyTbFJDHpqoi0f662Q08bDtZS7/KjfJLcWI1azh6ZRWWThyc3lPOfk01kmfVkmvRJ76cVqa5ENgFdPH0YY/IsHV5HvGGoSKUp26xnZ0UjGrUKNVDd7Is+R6JqlFql4oPyemqbfQRCrcnOgZpmXt1TyYpzR0tPjhDijNWvf/22bdvGBRdcEP060iuzbNkyVq9ezenTpzlx4kT0+6NGjeLVV1/ltttu43e/+x3FxcU8+eSTMkV8AIjXCwIknEnVWRKT6o7fnfWuxHsuk05DIBTmtNNDMKRwdmk2gbDCaYeXkmwTWWY9dS4/u082MSLHTIHNSPv9tNr3Fb31UVV0E9D6Fj9bj9czZZgdk14b9/2IDEONzbfg8Ycw6VrXBXJ5g6CAzayjJNuEwx2Ixt6+GpVrNTB5mI1txxoJhxUyTDoK7EZ8gRAnGtwcr3OTbdXHrBEkzchCiDOFSlEUpb+D6EtOp5OMjAwcDkdaFisUrQnG6k3HYqobVoMGAJcvFNOHs6wsfWvEuP1B9px0sOVoPZ5AqMt+mbiPLa/H4w+hVqmod/kZX2Cj2Rdgd0UTDW4/54zN5b9mFVOUaYx5jZFFCr+6oJRQGJ5Yf4SjtS0EQgp6rZp9lQ4KM4xcNrWQBlcg5v2I7MflC4SxGbUUZ5mxGjQEwwp7Kx0EQwozSzIJhBQK7AZWnDc6WiVqXUHah0GrYdG01irRH987zIbDdeg1avyBMHUtPjLNumgFKt9uZFpxBsfqWqQZWQgxaKV6/5b/jRM9Fm/45Fi9C1QqSrMTr5XTE4drXLzyn0reP1pHKAxzSrOiW0h01i8TYdZr+czoHKYVZ8Sd+j4ix8LEYXaWn1NKrtWI2x9k9sgstpTXd1ik8NzxeahVKqqdXgozjDR7A+i1aoxaNSpUMe9Hkd3EzopGAJrcfvyhMAadGpOhdW+30bkW9p1u5t2Pa8iy6NFqMvmwvIHSHDOZZi2Th9nZeLgOfzDMhoO1AJw7Lo9mX5CPTjlo+GQjUqtBS02zj9NOD3q1mld2n2JmSSYzS7JlQUIhxBlB/rqJHks0fAL0yhoxkYbbmmYfGpUalVqhvK6FmSMyqWv2sa/SyabDdTHVo0Q39ERT3wvsBi6ZXEiu1RjTXxMMKYTCCqPzLNEm5H/tPInbH6LZE6ChxU9Jlgm7UUdIAQUl5v2IDEOFQgoatYqiTCPBkIJFr2XbsQZG5ljIsRgIhRX0WhXbjjXw3sc1WI0aNCo1ikrBpNMypzSL8roWtpTXMz7fRpZJz5fnjWTz4Toseg37q10oCrR4Q/i1Yepdfv5z0sHIHIssSCiEOCPIXzfRY4lmPwHRY1aDhlkjstLyfJGKUUmWmTqXD6c3QLMnwN5TTpq9AdzbT3K0roVZIzJTqh61b4y2GrUcq2vh1d2VnGz0UOfyUeVsvc6iKQVo1Cr0GhVbypuYUGjnsinD2Ha8gWBYYdIwG2a9Foc7EG1udvuCbDhcy5HaMKgg326gttlPnk1PbbMXUJFrM1Dl8FGUaeJwTTOBkEIgGKTREyAYDqPXqBmRY+ZQjYtAKEyTO4DVqKXFF2LXiUYqm7w4PAGcHj8ObxCNWgUhFUadGpc3yPbjDUwYZqfAZuzzBQmFEKIvyV84kRaJGoeLMkujfTJrD9Sw43hjj/s/IhWjBrefMXnW1qRCaR3yGZZhYkS2hcO1LrYfbyTDrKPBFUi6ehQZ2jre0MLpJi+ZJj2VDg8aNeg0GoZlmGhscbDhcB35dhe1zT6avUHOKlEzKq/1NW070YBWoybLrGfemBysBk10XR2jVsMXzh7ByUY3lU0eqhxe8qzGT/bD0uP2hdCoobLJQzCsEAqHCSkq1CoFg0ZFSFFocPnRq1V4g2EKM4xkmnUYNBrWHmwk12bEoFXjDYZQPAHCigqDVkM4DP5QmPI6N6NyrT2afi+EEIOB/IUTaZNo9tP2441JDRel8jyfTjUPsGBsLuMKbOw43hjdeXzOyGx2nGigsslLUYYxqRt626GvGqePRneAsKLg8vlpbAkyZbgdfzBMcZaJ0w4vKpWPfJsBjUrFrpMOrCYd/znVhE6jpjDDSLXDx8ZDteg0aly+ENlmPRWNblQq+PK8EYTCRHdD16jhSE3rkJMnYCAQCqNRqahv8aFRKYSBMCoyTToCoTBBBbIsrdtZhEKtQ1+gYupwOyatlia3n0M1Tk42eqlyeDHqNRQYDWjUarKteooyZSFAIcTQJgmOSItEM5Z6a0PKeBtqHqtrifb8BMMKZWNyuXJmEfl2Y1LPFYk106TjaBjsRi0nGz2YdGq8gRDH6t2U5pixGAz4QwrzRmVTlGWi2uFjx4kGTjS0rktTmmvmo1NOXN4gH58OUpRpIsdqYNuJejy+MAernYwvsLFwQh5mvbbDvlj/NauYsfkWjtS08K//nGLDgVoghEmvwazXkGczs+LcUeRYDWw4VBftGTLpNTS4AhTaNbT4Q0wdnsmVMy08uu4oBo2KDLOeUbkWgiFF+m+EEEOe/IUTPdbZfki9uSFl+4pRvD6g0tzkh8IisdY0t/bgHK5xodepsRq1DM8yYTG0fr/W5UNRYMeJJtRqFaEwlI3J5dLJBby65zQflDe09r4o4AuE+c/JJgLB1unjJr2aFl+IP208ysHqZsYX2Pjbhydo8gTIsejJsRrYeaKR6cUZ0VleWyc3sOlwHb5gGItBy6Jpw5g2PAO3P4jVoCOykGJlk7fD6y/KNPLx6Waqm32UZJtSGq4TQojBTP7KiR7paufwdG+/0JmeroLcNtaGFh96rZqcT4aBZo+04PYHUaEi06LDpNWy7XgDO080UTY2hyXTWrdUcHiDbD3WiBowGbUoKK39MEoYfzCM2x+iKNOIXqPmVJOHzUfraPGFKMow4faHaGjxkWnSRSssZr2WhRPyOXtUdlKbbMZ7/UumF7UO533S8Cz9N0KIM4H8lRM9kswQVFGmkUVThxGpNPTmzTXVVZDbazuT6oXtFTS4A9HKh9Wgwx8MR/t87EYdlQ43V84YTmmuBYDpxRmUjcmhurl1sb2Nh+ooyTajUqmoa/ZR3+JDp1FjM+nItRn4+LSTDKMOtz+EWa+hyull0jB1hwpL29eVTFIZ7zXJKsZCiDOJur8DEINb2yEojz9EldNLhunTIZDDNS5WbzrGc1tP8NqeKiqbvP0ccdfMei2luRaWziqmJMsUrXwsmjaMbIs++lob3H6KMk3k2w0xj10yvYiSLBO+QIhMs448m5FJhXb0WjValRpUMCrXgtsXIsuiJ89uQK9RUeX0kmXWsWhq5xWWeEmlwxOIbhuR6DUV9HJyKYQQA4n8tRM90tkQVFeVhoEu0T5WXQ23tX1cbbOXDYfqcHgCLByfR3G2mZONbjz+EAV2A+eNz+NAlZM6l4+Jw+wsmjaMqcMzOo2rN/uahBBiqJC/iKLHEg2B9NYMqr7Ufsgn2eGeyOMK7EZG51ljzm8/42ze6OyUho/6sq9JCCEGK/mLKNIiXu/HUK00pNrn0/78rr5OhvTVCCFE56QHR/SaSKUh26KTSkMvkL4aIYRITP4yil4llQYhhBD9Qe42otf1dOq2EEIIkSoZohJCCCHEkCMJjhBCCCGGHElwhBBCCDHkSILTD9z+INVOL25/4pVnhRBCCNF90vnZC9ov5NZWZztvCyGEECI9JMFJs84SmMG+dYEQQggxWMgQVRq1TWDyrEYa3QHW7KuKDkV1Z5NEIYQQQqROEpw06iqB6WrnbSGEEEKkhyQ4adRVAtNXWxdIE7MQQogznZQO0iiZXZ57e+sCaWIWQgghJMFJu2QSmMixyNBVupKc3mhi7mxGmBBCCDFQyR2rF8Tbe6ltolDZ5O2VKku8HqBal5dmb7BbyYlUg4QQQgxWkuD0gbaJgkalor7Fj1GvpiTTkrDK0p3KSdseoEgFJ9vSvSZmmdIuhBBiMJM7VRrFS0raJgpatYqNh+uoafYxLt9Kpkkft8rS3cpJ+x4gq0HDrBFZncaXSLM3SEOLH6tRi0ZDj6tBQgghRF+SO1WaJEpKIsNG2WY9Oysa0WvV6NQqapp97D7ZxIgcM1kmPR5/MDrrKVHlBOgyQYn0AO056WDL0XrWHqhhx/FGJg6zs/+0M+mkqabZx8HqZpo8AXIsenKsBsbkWWRKuxBCiEFB7lZp0NlwTmTYqKLRjcsbRKNSUZJjRqtW0dDip9BuxKkK8tzWCoxaDeMLbTS0+BmWYYrpo9la3sAH5Q34g2GyLfqECYrbH6TG6WPL0XpcvhCFdiMVjW62lJczOs/S6bBY22tsOFhLgd2IVq2irsVPWFG4vmykVG+EEEIMCnK3SoO2zb0atQqLXkOdy0ezN0iB3cilUwp5dXclB6qdBEMKZw/PJhhW0GlUGLRqfEGFYFDhvSM1rDtYg1mvpckTYFKhnSqnF38wyBPrj9LsC5Jj0VPn0uHyBfnqglJyrcZoHJEq0mmHh4PVLmaNyMSk15Bp0uH0BMg06ZNqPo68nomFdjRqFU1uP82+AHk2Y4dzhRBCiIFIFvpLg0iVZn+Vk3UHa3j3QA2HalzUNnuB1mGjiyblMz7fhk6jZs8pB1q1iosmFRAMKyiKwtqDtdQ0+6h3+dFpVNQ2eznt8GA1aPAFFZp9wejKyLtPNbHxUB1PbTzG4RoXEFtFKsowE1YUth9vxOH10+QJYDfpaPL4k1pBuW2zciis0OIPkWs1yPCUEEKIQWNAJDh/+MMfKC0txWg08pnPfIYPP/ww4bmrV69GpVLF/DMa+7eyYNZrOXd8HtXNXupb/ORa9eTbjGw4VIfbH6TO5eW1PVUY9GoumljAmDwrNqOWsfkWjFoNW4810OIPolOrUKlVhIHSHAtLZw3nyplFWAwaciz61sqKp/WfzaTFHQjy6u5KjtW5OF7fwmmnl2yrjgyzjjkjs1GroLLJS4HdwDVnj8Ci13La4Um4gnJkBWSgT1ZcFkIIIXpLv9+x/v73v3P77bfz2GOP8ZnPfIaHHnqIyy67jAMHDpCfnx/3MXa7nQMHDkS/VqlUfRVuQvk2A+PzbViNWjLNOkIhqHV52XPSwdoDtbx/tI4ss55Mk54xeVZqXV5CYZg3JoeNh+takxsVDM8w0uQOYB2uZXSeBbc/iEGrIcOsw+/04vD4sRt1zCrJJBSGzUfqOFLXQn2zD6c3yMeVauaUZhEKQ9mYXK6cWYTLF2T9wTq8gRB6jYYF4/IYm2+N9uuAQp3Lx7v7a2N6fJaVfbpgIUC10ysL/gkhhBgU+v1O9Zvf/IYVK1awfPlyAB577DFeffVVnnrqKX74wx/GfYxKpaKwsLAvw+ySzagl26Kn0R3AZmgd3rEaNGw5Wo8nECLLrKfO5Y/OnCqwGbEZtUwvzuDccbkcrHHh8gZodAfIMutYNLUwuiBgfYuPBpefXIuBUB4MyzRh0et490A1obBCk9uP0xvErFcTDCvsPNFE2dgclkwrIt9u5LVNx6JDV1VOLxsP1aJC4Z87TrG30kGLN0SDx4/NoKUo00STx8CafVUsKyulwG6UBf+EEEIMOv06ROX3+9m+fTsXX3xx9Jharebiiy/m/fffT/g4l8vFyJEjKSkp4corr+Sjjz7qi3A7FW8jzc+MzsETCFGSZWZGSSZ5Vj0NLX4sem10yMes17JkehFTi+yMzbfymVHZLD9nFIUZxmhPzfh8O6PzrAzPNvPdy8YzvsBKpcONWqViSpGdUFghy6xDq1Ezb3QO4wusXDljeMw09barG9e5fPxrVyW7TzkIK1DX4qOxxY8vGMYbDNHQ0toL1OwNxvT25FmNNLoDrNlXJRt5CiGEGND6tYJTV1dHKBSioKAg5nhBQQH79++P+5gJEybw1FNPMX36dBwOB7/+9a8pKyvjo48+ori4uMP5Pp8Pn88X/drpdKb3RbTRfh8qgB3HG6MrC4/IsTBxmJ3l53w6+8ntbz336jnFHKlpYcvRerYcreeDow00tPgZX2DDpNdQkmWm1uWlJNvC5KIMapw+/rXrFMfqWjjd5MHpDWI36si3eRhfYCPfbgDir25s0GpobPGjU6sJKQq+QIiw0jpMlWXW0eQOMDa/tU8o3ds/CCGEEH1h0N2h5s+fz/z586Nfl5WVMWnSJB5//HF+/vOfdzh/1apV3H333X0WX/t9qNquLFxgN3DJ5MJoctN26Meo1dDsC6JWqaJr15x2ejAZPt3SIbLtglmvpTRXyzljc3j/aD0atQq7SYvuk7V1zh2XG40h3urGM0oy2XasgQPVzVQ7vQTCChqVCkWBQzUuMkw6fIEQlU1eijKNadv+QQghhOgr/TpElZubi0ajobq6OuZ4dXV10j02Op2OWbNmcfjw4bjfX7lyJQ6HI/qvoqKix3EnIzIjqSjTyLKyUpafM4plZaXR3pX2Qz81zT72nnKQbdWhUavINOnIs+qx6LVxZzIdrnHxzse1uH1B8q1GLp5UyKKpwxibb+2wXk1RppFFU4cxf3QOABsO1VLn8pNnMxBWFGwGLTlWPVaDFpNOw3nj89BrtazZVwXIjCohhBCDT7/epfR6PbNnz+add95h6dKlAITDYd555x1uueWWpK4RCoXYs2cPixcvjvt9g8GAwWBIV8hJiVRm6lt86DUaFk8fxrThGTHntB/6Kckyc6S2mb2nnLh9Qepb/GSadVw7d8QnFR+FfLsxOvPp1d2VeAIhcqwG6lx+Dtc0xzQvx4vlULULo15DIBimvsWPWa9h3qhs9FoNdpOOTYfryLUamFBoi84Ca/YGowlSJAZJboQQQgx0/X6nuv3221m2bBlz5sxh7ty5PPTQQ7S0tERnVV133XUMHz6cVatWAXDPPfcwb948xo4dS1NTEw888ADHjx/nxhtv7M+XERWpzJTXtVDn8lHf4uej0w6+f9kEpg7PjJ7Xvjemwe1nYqGNw7UtNHuD5Fr1ZFsMvLG3CptRhycQIhAMg0qFPxiKrlQ8oyST3RVNNLT4GZtv7bC5ZqRKZDPoaGjx424KUmAzRoebTHotBRlGnJ4AuTYD+TYjoRDRoajaZi8vbq+TGVRCCCEGlX5PcL74xS9SW1vLz372M6qqqpg5cyZvvPFGtPH4xIkTqNWfjqQ1NjayYsUKqqqqyMrKYvbs2WzevJnJkyf310uI0ewNUt/io87lIxBSoonE63urGJ1nTdgbk23RMWtEPm/vq46upePxhVl7sJox+TZKMs28e6B1KG/BuFz2VzWz/XgjF07KZ0SOhQK7Eb1GHd1c89IphdiM2pgtJOwmLdVOL8WZatz+ELlWPWa9litnDMek11Db7GXDobpor86kYXbe+bgmuqdVV3tYCSGEEAOFSlEUpb+D6EtOp5OMjAwcDgd2uz3t13f7g/z+ncNsOlJHod2I2x9Cr1UxOtfKivNGU2A3dji/7ayr1Z+sWVNoN3Kk1sWRWhfnT8xDpahYf7AWUDhvQj4Od4AdJxoYX2gn16LH6f20QTlSfbl6TjHPbDlBdbOPkmwTB083s6uiCatRS57NQLaldYfwZWWfJixufzC6E3mdyxetFI3ItuDxh6h1eVl+zqgOr0MIIYToTanev+V/w9PMrNeyePowPjrtoMrpjQ415Vj1cWcedTXryqTX0OAKkG3WEwiHAVBQCIaV6ErFAM9trSDPGjuV+0hNC05PgCM1zRypcTFteAbfu3wiH1U68AXC5Fj1cRuGtx9vxOULUZRhjlaKMsy61jhkBpUQQohBQO5UvWDa8Ay+f9kEXt9b1WkiEU/7tXQqm1qHhRwePzOKMwAVDncgOpupNLd1y4X2U7kjqyir1WrOH19ARaMbm1HL+RPyOH9CXvT67WNq3/w8Z2Q2O040/P/27j2oivMMA/hzEA4Xj3gkIJcEQS7RRIEJqIBOYyKMYI0x2rRRiWB0pKFIpZOk3hKRxEQytaFNamxnUmDMmGIv8TLxfgONRRQEBUUqFIqpIIkUhaJR4O0fDluWu4IcWJ7fzJlh9/vO7vfwHTyve3bP3r9kfKQVr6AiIqJBge9Uj8jEx43wcDB0Wkh0pfVRnY6+PLDtNjs+n2cUMoqrlUJFb25Qropy7OJKqLYnP7c+UsQrqIiIaLDgu9Uj1Pbjp77aTkfb7O5blHv6BX0dFUstR4qIiIgGCxY4GtLV+TwP8gV9bYslHrUhIqLBhu9cGtabQqWvjj4RERGZAt/BNI6FChERDUUmvRcVERER0aPAAoeIiIg0hwUOERERaQ4LHCIiItIcFjhERESkOSxwiIiISHNY4BAREZHmsMAhIiIizWGBQ0RERJrDAoeIiIg0hwUOERERac6Qu0mRiAAAbt26ZeKREBERUU+1vG+3vI93Z8gVOHV1dQAAV1dXE4+EiIiIHlRdXR1GjhzZbT+d9LQU0ojm5mZcu3YNI0aMgE6n69Nt37p1C66urrh69SpsbW37dNsDxVDICDCnlgyFjABzaslQyAg8eE4RQV1dHVxcXGBm1v0ZNkPuCI6ZmRmeeOKJR7oPW1tbTb8ogaGREWBOLRkKGQHm1JKhkBF4sJw9OXLTgicZExERkeawwCEiIiLNYYHThywtLZGQkABLS0tTD+WRGQoZAebUkqGQEWBOLRkKGYFHn3PInWRMRERE2scjOERERKQ5LHCIiIhIc1jgEBERkeawwCEiIiLNYYHTR7Zs2QJ3d3dYWVkhMDAQZ86cMfWQemXDhg3Q6XSqx/jx45X2O3fuIDY2Fo899hgMBgN+9KMf4fr16yYccc+cOHECc+bMgYuLC3Q6HXbt2qVqFxGsX78ezs7OsLa2RmhoKK5cuaLqU1NTg4iICNja2sJoNGLZsmWor6/vxxRd6y7jkiVL2s1teHi4qs9Az7hp0yZMnjwZI0aMwOjRo/HSSy+huLhY1acnr9GKigrMnj0bNjY2GD16NN566y00Njb2Z5Qu9STnc889124+X3/9dVWfgZ5z69at8PX1Vb7wLTg4GPv371fatTCX3WXUwjx2JCkpCTqdDvHx8cq6fptPoV5LT08XvV4vKSkpcvHiRVm+fLkYjUa5fv26qYf20BISEmTChAlSWVmpPL799lul/fXXXxdXV1c5evSo5OTkSFBQkEydOtWEI+6Zffv2ybp16+TLL78UALJz505Ve1JSkowcOVJ27dol58+flxdffFHGjh0rt2/fVvqEh4eLn5+fnD59Wk6ePCleXl6ycOHCfk7Sue4yRkVFSXh4uGpua2pqVH0GesawsDBJTU2VwsJCyc/Plx/+8IcyZswYqa+vV/p09xptbGyUiRMnSmhoqOTl5cm+ffvE3t5e1qxZY4pIHepJzunTp8vy5ctV83nz5k2lfTDk3LNnj+zdu1f+8Y9/SHFxsaxdu1YsLCyksLBQRLQxl91l1MI8tnXmzBlxd3cXX19fWblypbK+v+aTBU4fmDJlisTGxirLTU1N4uLiIps2bTLhqHonISFB/Pz8Omyrra0VCwsL+ctf/qKsKyoqEgCSlZXVTyPsvbZv/s3NzeLk5CS/+tWvlHW1tbViaWkpf/rTn0RE5NKlSwJAzp49q/TZv3+/6HQ6+fe//91vY++pzgqcuXPndvqcwZZRRKS6uloASGZmpoj07DW6b98+MTMzk6qqKqXP1q1bxdbWVr7//vv+DdBDbXOK3H9jbP3m0dZgzCkiMmrUKPnss880O5ci/88oor15rKurE29vbzl8+LAqW3/OJz+i6qW7d+8iNzcXoaGhyjozMzOEhoYiKyvLhCPrvStXrsDFxQUeHh6IiIhARUUFACA3Nxf37t1TZR4/fjzGjBkzqDOXlZWhqqpKlWvkyJEIDAxUcmVlZcFoNGLSpElKn9DQUJiZmSE7O7vfx/ywMjIyMHr0aIwbNw4xMTG4ceOG0jYYM968eRMAYGdnB6Bnr9GsrCz4+PjA0dFR6RMWFoZbt27h4sWL/Tj6nmubs8X27dthb2+PiRMnYs2aNWhoaFDaBlvOpqYmpKen47///S+Cg4M1OZdtM7bQ0jzGxsZi9uzZqnkD+vdvc8jdbLOvfffdd2hqalJNBAA4Ojri8uXLJhpV7wUGBiItLQ3jxo1DZWUlEhMT8YMf/ACFhYWoqqqCXq+H0WhUPcfR0RFVVVWmGXAfaBl7R3PZ0lZVVYXRo0er2s3NzWFnZzdosoeHh2P+/PkYO3YsSktLsXbtWsyaNQtZWVkYNmzYoMvY3NyM+Ph4TJs2DRMnTgSAHr1Gq6qqOpzrlraBpqOcALBo0SK4ubnBxcUFFy5cwKpVq1BcXIwvv/wSwODJWVBQgODgYNy5cwcGgwE7d+7E008/jfz8fM3MZWcZAe3MIwCkp6fj3LlzOHv2bLu2/vzbZIFDHZo1a5bys6+vLwIDA+Hm5oY///nPsLa2NuHIqLcWLFig/Ozj4wNfX194enoiIyMDISEhJhzZw4mNjUVhYSG+/vprUw/lkeosZ3R0tPKzj48PnJ2dERISgtLSUnh6evb3MB/auHHjkJ+fj5s3b+Kvf/0roqKikJmZaeph9anOMj799NOamcerV69i5cqVOHz4MKysrEw6Fn5E1Uv29vYYNmxYuzPAr1+/DicnJxONqu8ZjUY8+eSTKCkpgZOTE+7evYva2lpVn8GeuWXsXc2lk5MTqqurVe2NjY2oqakZtNk9PDxgb2+PkpISAIMr44oVK/DVV1/h+PHjeOKJJ5T1PXmNOjk5dTjXLW0DSWc5OxIYGAgAqvkcDDn1ej28vLwQEBCATZs2wc/PD7/97W81NZedZezIYJ3H3NxcVFdXw9/fH+bm5jA3N0dmZiY+/vhjmJubw9HRsd/mkwVOL+n1egQEBODo0aPKuubmZhw9elT12epgV19fj9LSUjg7OyMgIAAWFhaqzMXFxaioqBjUmceOHQsnJydVrlu3biE7O1vJFRwcjNraWuTm5ip9jh07hubmZuUfpMHmm2++wY0bN+Ds7AxgcGQUEaxYsQI7d+7EsWPHMHbsWFV7T16jwcHBKCgoUBVzhw8fhq2trfKxgal1l7Mj+fn5AKCaz4GesyPNzc34/vvvNTOXHWnJ2JHBOo8hISEoKChAfn6+8pg0aRIiIiKUn/ttPvvibOmhLj09XSwtLSUtLU0uXbok0dHRYjQaVWeADzZvvPGGZGRkSFlZmZw6dUpCQ0PF3t5eqqurReT+ZX5jxoyRY8eOSU5OjgQHB0twcLCJR929uro6ycvLk7y8PAEgH330keTl5cm//vUvEbl/mbjRaJTdu3fLhQsXZO7cuR1eJv7MM89Idna2fP311+Lt7T2gLqHuKmNdXZ28+eabkpWVJWVlZXLkyBHx9/cXb29vuXPnjrKNgZ4xJiZGRo4cKRkZGarLahsaGpQ+3b1GWy5FnTlzpuTn58uBAwfEwcFhQF12213OkpISeffddyUnJ0fKyspk9+7d4uHhIc8++6yyjcGQc/Xq1ZKZmSllZWVy4cIFWb16teh0Ojl06JCIaGMuu8qolXnsTNsrxPprPlng9JFPPvlExowZI3q9XqZMmSKnT5829ZB65ZVXXhFnZ2fR6/Xy+OOPyyuvvCIlJSVK++3bt+VnP/uZjBo1SmxsbGTevHlSWVlpwhH3zPHjxwVAu0dUVJSI3L9U/J133hFHR0extLSUkJAQKS4uVm3jxo0bsnDhQjEYDGJrayuvvfaa1NXVmSBNx7rK2NDQIDNnzhQHBwexsLAQNzc3Wb58ebtifKBn7CgfAElNTVX69OQ1Wl5eLrNmzRJra2uxt7eXN954Q+7du9fPaTrXXc6Kigp59tlnxc7OTiwtLcXLy0veeust1feniAz8nEuXLhU3NzfR6/Xi4OAgISEhSnEjoo257CqjVuaxM20LnP6aT52IyAMfgyIiIiIawHgODhEREWkOCxwiIiLSHBY4REREpDkscIiIiEhzWOAQERGR5rDAISIiIs1hgUNERESawwKHiMhE0tLS2t1VmYj6BgscIg1pamrC1KlTMX/+fNX6mzdvwtXVFevWrQMAlJeXQ6fTKQ87OztMnz4dJ0+eVD1vw4YNSp9hw4bB1dUV0dHRqKmp6bdMREQPgwUOkYYMGzYMaWlpOHDgALZv366sj4uLg52dHRISElT9jxw5gsrKSpw4cQIuLi544YUX2t3Fd8KECaisrERFRQVSU1Nx4MABxMTE9EueFiKCxsbGft3nYHbv3j1TD4HI5FjgEGnMk08+iaSkJMTFxaGyshK7d+9Geno6tm3bBr1er+r72GOPwcnJCRMnTsTatWuVu6e3Zm5uDicnJzz++OMIDQ3Fj3/8Yxw+fLjbcaSkpGDChAmwtLSEs7MzVqxYAeD/R49a7pYMALW1tdDpdMjIyAAAZGRkQKfTYf/+/QgICIClpSVSUlKg0+lw+fJl1X6Sk5Ph6empLBcWFmLWrFkwGAxwdHTE4sWL8d1333U6zpaPiQ4ePIinnnoKBoMB4eHhqKysVPo899xziI+PVz3vpZdewpIlS5Rld3d3bNy4EZGRkTAYDHBzc8OePXvw7bffYu7cuTAYDPD19UVOTk67MezatQve3t6wsrJCWFgYrl69qmrfvXs3/P39YWVlBQ8PDyQmJqoKPp1Oh61bt+LFF1/E8OHD8f7773eal2ioYIFDpEFxcXHw8/PD4sWLER0djfXr18PPz6/T/rdv38a2bdsAoF0R1Fp5eTkOHjzYZR8A2Lp1K2JjYxEdHY2CggLs2bMHXl5eD5xj9erVSEpKQlFREV5++WVMmjRJdWQKALZv345FixYBuF8ozZgxA8888wxycnJw4MABXL9+HT/5yU+63E9DQwM2b96Mzz//HCdOnEBFRQXefPPNBx5vcnIypk2bhry8PMyePRuLFy9GZGQkXn31VZw7dw6enp6IjIxE61sANjQ04P3338e2bdtw6tQp1NbWYsGCBUr7yZMnERkZiZUrV+LSpUv4wx/+gLS0tHZFzIYNGzBv3jwUFBRg6dKlDzx2Is3p7V1CiWhgKioqEgDi4+PT7i68ZWVlAkCsra1l+PDhotPpBIAEBATI3bt3lX4JCQliZmYmw4cPFysrK+Vu1h999FGX+3ZxcZF169Z12Nay77y8PGXdf/7zHwEgx48fF5H/3xF9165dqucmJyeLp6enslxcXCwApKioSERE3nvvPZk5c6bqOVevXhUA7e4K3yI1NVUASElJibJuy5Yt4ujoqCy3vRuyiMjcuXOVu9CLiLi5ucmrr76qLFdWVgoAeeedd5R1WVlZAkC5c3LLvk+fPq30aZm37OxsEREJCQmRDz74QLXvzz//XJydnZVlABIfH99hPqKhikdwiDQqJSUFNjY2KCsrwzfffNNhnx07diAvLw9/+9vf4OXlhbS0NFhYWKj6jBs3Dvn5+Th79ixWrVqFsLAwxMXFdbrf6upqXLt2DSEhIb3OMGnSJNXyggULUF5ejtOnTwO4f/TG398f48ePBwCcP38ex48fh8FgUB4tbaWlpZ3ux8bGRvUxl7OzM6qrqx94vL6+vsrPjo6OAAAfH59261pv29zcHJMnT1aWx48fD6PRiKKiIiXTu+++q8q0fPlyVFZWoqGhQXle298V0VBnbuoBEFHf+/vf/47k5GQcOnQIGzduxLJly3DkyBHodDpVP1dXV3h7e8Pb2xuNjY2YN28eCgsLYWlpqfTR6/XKx0tJSUmYPXs2EhMT8d5773W4b2tr6y7HZmZ2//9V0upjms5Oih0+fLhq2cnJCTNmzMAXX3yBoKAgfPHFF6oTnuvr6zFnzhx8+OGH7bbl7Ozc6ZjaFnU6nU41PjMzM9VyZ2NuvZ2W33VH65qbmzsdS1v19fVITExsd2UcAFhZWSk/t/1dEQ11PIJDpDENDQ1YsmQJYmJi8Pzzz+OPf/wjzpw5g9///vddPu/ll1+Gubk5Pv300y77vf3229i8eTOuXbvWYfuIESPg7u6Oo0ePdtju4OAAAKqTeFufcNydiIgI7NixA1lZWfjnP/+pOl/F398fFy9ehLu7O7y8vFSP3hQADg4OqvE2NTWhsLDwobfXWmNjo+rE4+LiYtTW1uKpp54CcD9TcXFxuzxeXl5KsUhE7fGvg0hj1qxZAxFBUlISgPtX92zevBm//OUvUV5e3unzdDodfv7znyMpKUn10UdbwcHB8PX1xQcffNBpnw0bNuDXv/41Pv74Y1y5cgXnzp3DJ598AuD+EZ6goCDl5OHMzEy8/fbbPc43f/581NXVKQWci4uL0hYbG4uamhosXLgQZ8+eRWlpKQ4ePIjXXnsNTU1NPd5HWzNmzMDevXuxd+9eXL58GTExMaitrX3o7bVmYWGBuLg4ZGdnIzc3F0uWLEFQUBCmTJkCAFi/fj22bduGxMREXLx4EUVFRUhPT3+g3xnRUMQCh0hDMjMzsWXLFqSmpsLGxkZZ/9Of/hRTp07FsmXL2n3U0lpUVBTu3buH3/3ud13u5xe/+AU+++yzdpczt97Ob37zG3z66aeYMGECXnjhBVy5ckVpT0lJQWNjIwICAhAfH4+NGzf2OOOIESMwZ84cnD9/HhEREao2FxcXnDp1Ck1NTZg5cyZ8fHwQHx8Po9HYq6MdS5cuRVRUFCIjIzF9+nR4eHjg+eeff+jttWZjY4NVq1Zh0aJFmDZtGgwGA3bs2KG0h4WF4auvvsKhQ4cwefJkBAUFITk5GW5ubn2yfyKt0klX/9oRERERDUI8gkNERESawwKHiIiINIcFDhEREWkOCxwiIiLSHBY4REREpDkscIiIiEhzWOAQERGR5rDAISIiIs1hgUNERESawwKHiIiINIcFDhEREWkOCxwiIiLSnP8BCgtNL9spB6oAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "label = ['SLD_box1', 'SLD_box2', 'monolayer thickness', 'total sigmoid widht (roughness)',\n",
    "         'total sigmoid relative position (thickness)','coherent sigmoid width (roughness)',\n",
    "         'coherent sigmoid relative position (thickness)']\n",
    "\n",
    "for i in range(7):\n",
    "    plt.plot(l_original[:,i], '.', alpha=0.4)\n",
    "    plt.title(label[i])\n",
    "    plt.ylabel(label[i])\n",
    "    plt.xlabel(\"XRR curve number\")\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ecb8fe15-688f-4ca5-a122-7fcf8e3c6eb7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "360da5fd-aadc-497e-bf77-227a600ae82a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6465cb03-8120-4abd-a3ef-1ea28549b383",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "raw",
   "id": "37524b6c-5b12-41f9-8361-87014cc39643",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TensorFlow2",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
